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arXivSingapore University of Technolo Zhejiang Music

Diptych: Scoped, AI-Interpreted Comparison for Reference Listening in Music Production

Diptych lets musicians define comparison scopes for reference listening, helping surface differences experts partially support while avoiding overreaching AI judgments.

Chongjun Zhong, Abhinaba Roy, Archishman Ghosh, Kejun Zhang and 1 more

Published Sep 30, 2026 · 0 citations · ▲ 20 on Hugging Face

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arXivU Science and Technology of Chin Rutgers, The State University of Zhejiang Alignment & preference optimization

The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation

RIDE extrapolates RL-induced representation residuals for stable on-policy distillation, surpassing output-space methods and matching or exceeding RL teachers.

Hao Li, Meijia Chen, Weijie Ren, Donghan Li and 3 more

Published Sep 29, 2026 · 0 citations · ▲ 577 on Hugging Face · Code ★ 6

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arXivGeorgia Institute of Technology Zhejiang U British Columbia Alignment & preference optimization

Persona Dosing: Calibrated Activation Steering for Graded Trait Control

PersonaDose calibrates activation-steering controllers to control language-model persona traits by requested intensity, reducing targeting errors to 4.7-6.2 points across models.

Zehao Jin, Junran Wang, Ruixuan Deng, Jiahao Chen and 3 more

Published Sep 28, 2026 · 0 citations · ▲ 54 on Hugging Face

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71%Highly rated

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Proceedings of the Human Factors and Ergonomics Society Annual Meeting 2026Pennsylvania State Zhejiang Human-AI interaction

When Automated Vehicles Cannot Retaliate: Driver-Initiated Takeover Under Aggression in Mixed Traffic

Simulator study finds drivers initiate takeovers under sharp braking and high aggression because automated vehicles cannot retaliate to human drivers.

Haitao Chen, Yiqi Zhang

Published Sep 24, 2026 · 0 citations

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72%Highly rated

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Accident Analysis & Prevention 2026Pennsylvania State Zhejiang Human-AI interaction

Mitigating driver confusion and aggression in mixed traffic: Effects of V2V communication and driving style

V2V communication and assertive automated vehicle driving styles reduce human driver confusion and aggression in mixed traffic interactions.

Haitao Chen, Yiqi Zhang

Published Jul 24, 2026 · 0 citations

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arXivThe University of Texas at Austi Zhejiang Hong Kong Polytechnic U Science and Technology of Chin Beijing University of Posts and LLM reasoning & chain of thought

On the Geometry of On-Policy Distillation

On-policy distillation updates occupy a sparse, low-dimensional parameter subspace that is functionally sufficient and geometrically distinct from supervised fine-tuning and reinforcement learning.

Zhennan Shen, Yanshu Li, Qingyu Yin, Chak Tou Leong and 5 more

Published Jun 5, 2026 · 0 citations · ▲ 75 on Hugging Face

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83%Must read

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arXivU Washington Texas A&M U Notre Dame U Virginia New York LLM evaluation & benchmarks

MoCo: A One-Stop Shop for Model Collaboration Research

MoCo unifies 26 model collaboration methods and 25 benchmarks to show collaboration outperforms single models in 61% of settings by up to 25.8%.

Shangbin Feng, Yuyang Bai, Ziyuan Yang, Yike Wang and 16 more

Published Jan 29, 2026 · 0 citations · Code ★ 63

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ACL 2026Nanjing Alibaba Group Alibaba Group Zhejiang LLM pretraining & scaling laws

A Data-Efficient Path to Multilingual LLMs: Language Expansion via Post-training PARAM𝛥 Integration into Upcycled MoE

The method expands multilingual LLMs via post-training PARAMΔ integration into upcycled MoE for data-efficient language acquisition.

Hao Zhou, Tianhao Li, Zhijun Wang, Shuaijie She and 5 more

Published 2026 · 0 citations

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ACM Computing Surveys 2025Zhejiang U Washington Peking Nanyang Technological Alibaba Group Instruction tuning

Instruction Tuning for Large Language Models: A Survey

Instruction tuning surveys supervised fine-tuning of LLMs on instruction-output pairs to align next-word prediction with human intent, covering datasets, training, applications, and limitations.

Shengyu Zhang, Linfeng Dong, Xiaoya Li, Sen Zhang and 7 more

Published Nov 17, 2025 · 79 citations

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EMNLP 2022FindingsBaidu Zhejiang Vision-language models

ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document Understanding

ERNIE-Layout enhances document pre-training with layout knowledge for improved visually-rich document understanding.

Qiming Peng, Yinxu Pan, Wenjin Wang, Bin Luo and 11 more

Published 2022 · 65 citations · Code ★ 106

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NeurIPS 2026Zhejiang ByteDance Inc.Tencent Youtu Lab Video generation

Bidirectional Sparse Attention for Faster Video Diffusion Training

Chenlu Zhan, Wen Li, Jun Zhang, chuyu shen and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Beijing University of Aeronautic Tsinghua ByteDance Inc.Image editing

EditDistill: Is It Possible to Guide Video Editing with Image Editing

guojun lei, Hong Li, Hongbing Yang, Lixue Gong and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Remote sensing

Euler-Mamba: Learning Resolution-Invariant State Evolution on Polar Manifolds for Asymmetric Pansharpening

Mengting Ma, Anqi Zhu, Yizhen Jiang, Chengfu Ding and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Mathematical reasoning

Auxiliary Clues Aware’s Geometry Problem Solving

Qigong Lei, Qingsong Wang, Wang Lin, Qianyi Yang and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Chicago Zhejiang Westlake Diffusion models

Quantifying and Optimizing Path Uncertainty in Masked Diffusion Models

Ziyu Chen, Xinbei Jiang, PENG SUN, Tao Lin

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Tsinghua University, Tsinghua Duke Xtalpi Inc.Adversarial robustness

FocusVLA: Hijacking Attention to Break Visual Token Pruning in Vision-Language-Action Models

Yanhui Li, Qianpu Sun, Qi Zhou, Chenru Jiang and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Nanjing Alibaba Group Beijing University of Chemical T Zhejiang Lab Vision-language models

ALAM: Algebraically Consistent Latent Transitions for Vision-Language-Action Models

Zuojin Tang, Haoyun Liu, Xinyuan Chang, Changjie Wu and 10 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Simon Fraser Vision-language models

Spectral Rank Calibration for Continual LoRA Merging in Multimodal Large Language Models

Chenrui Wu, Haishuai Wang, Jiajun Bu, Jiangchuan Liu

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026The Hong Kong University of Scie The Chinese University of Hong K The Hong Kong University of Scie The HONG KONG University of Scie Zhejiang 3D vision & reconstruction

CitySTAR: Agent-Driven Structured and Topology-Aware Reasoning for Open-Vocabulary Urban 3D Grounding

Shuai Zhang, Hongye Hou, qinghe liu, Zhuoxiao Li and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026HKUST Zhejiang The Hong Kong University of Scie The Hong Kong University of Scie ShanghaiTech Visual grounding

Grounding 3D Affordance from Human-Object-Interaction Videos via Multimodal Large Language Model

Hanqing Wang, Mingyu Liu, Xiaoyu Chen, Chengwei MA and 9 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Tongji Event sequences

MOCHA: Discovering Multi-Order Dynamic Causal Structure in Temporal Point Processes

Yunyang Cao, Juekai Lin, Wenhao Li, Bo Jin

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Westlake U Texas at Austin Fudan University, Shanghai;3D vision & reconstruction

MindShape: Superquadric-Constrained High-Fidelity 3D Reconstruction from fMRI

Xiaoquan Shen, Ming Li, Jianxiong Gao, Jiaxuan Chen and 3 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026HKUST Hong Kong University of Science Department of Computer Science a The Hong Kong University of Scie The Hong Kong University of Scie Deep RL

CPA: Efficient and Stable FP4 RL Training via Cross-Precision Alignment

Gu Gong, Yining Wei, Yuechen Tao, Tianyuan Wu and 10 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Hangzhou High-Tech Zone (Binjian Quantization

InQuant: In-Place Mixed-Precision KV Cache Quantization via Saliency-Aware Neighbor-Slot Reuse

Zihan Chang, Shuibing He, Bo Zhou, Ping Chen and 1 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Hong Kong University of Science Alibaba Group Zhejiang Peking Shandong Unified multimodal models

WorldVLA: A Unified Vision-Language-Action and World Model

Jun CEN, Siteng Huang, Yuqian Yuan, Kehan Li and 10 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026zhejiang university Zhejiang Long-context modeling

AsdaKV: Attention-Overlap Driven Semantic KV Retrieval for Long-Context LLMs

Tianming Yan, Kun Yang, Tingwang You, Kui Ren

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Alibaba Group Northwestern Polytechnical Southeast Zhejiang Lazada RL for LLMs

Stable and Granular Policy Optimization for Generative Recommendation

Muyu Zou, Haibo Xing, Hao Deng, Zhezheng Hao and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Southeast Binjiang Insititute U Hong Kong Model-based RL

AdaWM: Few-Shot Adaptation of World Models to Unseen Dynamical Regimes

Zian Guan, Guozheng Li, Zilun Zhang, Zecong Tang

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Sichuan Tsinghua Zhejiang LLM reasoning & chain of thought

TARP: Trace-Anchored Regularization Prior for Retaining Stepwise Reasoning

Wei Li, Tao Feng, Hangjie Yuan, Aojun Lu and 1 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Zhejiang College of Computer Science and zhejiang university Beihang Offline RL

Distribution Corrected Decision Transformer for Offline Reinforcement Learning with Imbalanced Datasets

Chufan Chen, Bohao Tang, Dejiang Chen, zhang chao and 3 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Fudan Zhejiang ByteDance Inc.Tencent Youtu Lab Wuhan Tokenization

Not All Tokens Should Be Treated Equally: Context Credits Reassignment

Shujian Gao, Yuan Wang, Jiamei Yan, Penghao Zhou and 4 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Southern University of Science a Zhejiang Westlake Instruction tuning

ENGINE: Endogenous Variational MultiScale Optimization for Zeroth-Order LLM Fine-Tuning

Zhuoli Ouyang, Changxi Chi, Siyuan Li, Tailin Wu

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Beijing University of Aeronautic Fudan Zhejiang Institute of Computing Technolog Kuaishou- 快手科技 VQA & captioning

Where Do Long Captions Fail? Position-Aware Diagnosis and Reinforcement Learning for Detailed Image Captioning

Yuanze Hu, Zhichao Yang, Junwei Jing, Xin Yang and 8 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Ocean University of China Zhejiang Navigation & SLAM

DyPSI: Dynamic Physics Sensing via Joint Field and Sensor-Trajectory Generation

Yizhou Zhang, Panqi Chen, Lei Cheng, Ting Zhang and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026City University of Hong Kong The Chinese University of Hong K Nanyang Technological Zhejiang Vision-language models

RobustPruner: Decoupled Relevance and Uncertainty for Efficient Visual Token Pruning in MLLMs

Hanwei Zhu, Junhan Fu, Xi Zhang, Jiamang Wang and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Harbin Institute of Technology U Illinois at Urbana-Champaign Ant Group College of Computer Science LLM evaluation & benchmarks

ClinMAS: A Knowledge-Grounded Multi-Agent Simulation Framework for Evaluating Clinical Reasoning in LLMs

Yuqi Tang, Jing Yu, Zichang Su, Kehua Feng and 6 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Institute of automation, Chinese Nankai Zhejiang U the Chinese Academy of Science Institute of automation, Chinese LLM evaluation & benchmarks

SoDeArena: A Socially-Situated Reasoning Benchmark for Large Language Models

Senhao Yang, Ziling Yuan, Xiaoran Yang, Yaqing Wang and 6 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026MBZUAI Mohamed bin Zayed University of Zhejiang Wuhan Hallucination & factuality

When Copying Is Hard: Copy-Constrained Decoding for Exact Span Reproduction

Jinghui Zhang, Lang Gao, Zongfang Liu, Ruihong Zeng and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Multi-agent RL

Toward Online Robust Zero-Sum Markov Games with Function Approximation

Chenhao Zhou, Jiyu Wei

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang University, Westlake Central South Zhejiang Westlake Image restoration

DoFP-Aligned Lookup Tables for Real-Time Polarization Demosaicking

Yidong Luo, Chenggong Li, Yunfeng Song, Mengyuan Liu and 2 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026Zhejiang Fuzhou Hangzhou Dianzi Beijing University of Post and T College of Computer Science and Time series forecasting

OrangeTree: A Linear and Tree-based Time Series Forecasting Model Supporting Multiple Input and Output Lengths

Yiqi Tang, Zhichen Lai, Yuxuan Yang, Dalin Zhang and 3 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Beihang Harbin Institute of Technology Zhejiang Beihang Long-context modeling

State-Resolving Attention for Length-Extrapolating Transformers

Zicheng Liu, Di Wu, Jintao Chen, Di Huang

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Alibaba Group Nanjing Zhejiang City University of Hong Kong U Rochester Diffusion models

Rethinking Cross-Layer Information Routing in Diffusion Transformer

Chao Xu, Maohua Li, Qirui Li, Yixuan Xu and 8 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026OralIndependent Zhejiang Deep learning theory

FLIP: Fast and Accurate Global Lipschitz Estimation for Large Feedforward Networks

Hongbo Chen, Zihao Ren

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang The State Key Laboratory of Bloc Independent KAUST King Abdullah University of Scie Privacy

Ask in the Crowd: Differentially Private LLM Inference via Dummy-Augmented Shuffling

Zhihao Liu, Zixiong Guo, Shuo Shao, Yu He and 4 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Hong Kong MIT The Hong Kong University of Scie Tencent Texas A&M University - Colle Video generation

TKCAM: Text and Keyframe to Camera Trajectory Generation

Haozhe Yang, Zhiyang Dou, Zekai Gu, Cheng Lin and 3 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U the Chinese Academy of Science Zhejiang Alibaba Group Meituan Diffusion models

Masked Generative Pretraining Improves Cross-Dataset Transfer in Pixel-Space Diffusion

Shu Wei, Jiachen Lei, Jiahong Wu, Xiangxiang Chu

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U British Columbia Zhejiang Stanford Vector Institute UBC | Vector Institute | Google Speech synthesis

RVCBench: Benchmarking Robustness of Voice Cloning Across Modern Audio Generation Models

Ruinan Jin, Xinting Liao, Hanlin Yu, Deval Pandya and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang The Australian National Institute of Information Enginee Software engineering agents

BootstrapAgent: Turning Repository Setup into Reusable Agent Knowledge

Sihan Fu, Oucheng Liu, Shiyuan Wang, Jin Shi and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Harbin Institute of Technology Harbin Institute of Technology Zhejiang Adversarial robustness

Towards Effective and Transferable Physical Camouflage against Multi-View BEV-based 3D Perception in Autonomous Driving

Linye Lyu, Jiawei Zhou, Daojing He, YU LI

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Westlake Uniforce AI Zhejiang U Glasgow Agent benchmarks & environments

Evaluating Physical Reasoning in LLM Agents Requires Construction Benchmarks

Wenhao Deng, Tian Xia, Yuru Jiang, Joemon M Jose and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Northwestern Polytechnical The Chinese University of Hong K Zhejiang Xi'an University of Posts a Deep RL

S$^2$-RL: Sample-Set Dual Reinforcement Learning for Generative Semantic Segmentation Dataset Distillation

Haoyu Wang, Fei Zhou, Qingqing Qiu, Lei Zhang and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightBeihang Zhejiang The University of Hong Kong Tsinghua Xiamen Flow matching

GenRM-Flow: Generators are Process-aware Reward Models in Flow Matching

Siming Fu, Zheming Fu, Ruizhe He, Zeyue Xue and 6 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Hangzhou Dianzi Zhejiang Machine unlearning

Revisiting Gradient Ascent: Machine Unlearning from a Geometric Perspective for Source-Free Scenarios

Yufeng Cao, Naen Xu, Xuyang Teng, Tianyu Du and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Peking InSpatio Shanghai InSpatio Intelligent Te Shanghai ViTracing Intelligent T inspatio 3D generation

GeoWorld: A Geometry-First World Model for Reconstruction and Imagination

Baicheng Li, Jialin Liu, Dong Wu, Weijian Xie and 6 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Tianjin U Macau Macau University of Science and Institute of automation, Chinese Zhejiang Multi-agent LLM systems

LocalAgent: Collaborative Agentic Verification for Fine-Grained Instance-Level Consistency

jiachen Guo, Xinshan Zhu, Boyun Wang, Yanyan Liang and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Shanghai University of Finance a Zhejiang 3D vision & reconstruction

Roll2Depth: Zero-Shot Metric Depth Estimation Exploiting Camera's Rolling Shutter Effect

Rui Xiao, Jinming Xu, Jinsong Han

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Beihang Tianjin Zhejiang Beihang Materials & chemistry

AET-Bench: Pixel-Accurate Atomic Tomography Is Not Atom-Accurate

Zicheng Liu, Wenzhuo Ma, Jintao Chen, Di Huang

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Tencent HY Tongji Alibaba Group institute of neuroscience Zhejiang Agent memory

OmniMemBench: Towards Scalable Evaluation of Long-Term Omni-Modal Agent Memory

Junhan Shi, Qiyi Wang, Xiongwei Wu, Ming Ma and 7 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Zhejiang Lab U Macau Object detection

Auto-Annotation with Expert-Crafted Guidelines: A Study through 3D LiDAR Detection Benchmark

Yechi Ma, Wei Hua, Shu Kong

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Zhejiang Hangzhou Dianzi Guangdong OPPO Mobile Telecommun OPPO Research Institute Instruction tuning

HALO: Heterogeneous-Aware LoRA Optimization via Rank Allocation and Client-Aware Projection

XiaoHua Feng, Yuyuan Li, Jiayuan Fang, Fengyuan Yu and 5 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026OralZhejiang Guangdong OPPO Mobile Telecommun OPPO Research Institute Privacy

EntiRE: Invariant Learning for Robust Concept Erasure in Text-to-Image Generative Models

Fengyuan Yu, Yuyuan Li, XiaoHua Feng, Li Zhang and 4 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Lancaster U Cambridge Offline RL

Trajectory-Consistent Diffusion Policies for Offline Reinforcement Learning

Yichao Fu, Shangde Gao, Zhuoling Li, Wen Wang and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang NetEase, Inc.Parameter-efficient fine-tuning

Spike-SFT: Selective Parameter Enhancement and Fusion for Efficient Spiking Neural Networks

Xiubo Liang, Jinxing Han, Yuke Li, Haoqi Zhu and 4 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang NetEase, Inc.OCR & documents

NeuroInk: Retinomorphic Spiking Sequence Modeling for Handwritten Text Recognition

Xiubo Liang, Jinxing Han, Yuke Li, Hongyi Duan and 4 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Fudan Tsinghua Peking Baidu Zhejiang Alignment & preference optimization

The Illusion of Diversity: Aligning LLM Exploration via Effective Entropy

Xiaoliang Fu, Jiaye Lin, Yangyi Fang, Cong Qin and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Unified multimodal models

Unaligned Image Guided Denoising via Cross-modal Conditional Flow Matching

Runmin Zhang, Linshan Li, Si-Yuan Cao, Zhu Yu and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Alibaba Group Monash Video generation

Dynamics-Aware Sparse Attention for Efficient Autoregressive Video Diffusion

Yuanyu He, Zhuokun Chen, Yefei He, Zhiwei Tang and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Fuzhou Zhejiang Time series classification & imputation

Harnessing Accurate and Automatic Trend Detection in Data Streams via Tbps-Level Inference

Yuhan Wu, QianXun Xu, Lida Liao, Longlong Zhu and 6 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Zhejiang Central China Normal Mohamed bin Zayed University of zhejiang university Segmentation

Improving Continual Video Instance Segmentation via Spatial-Temporal Balanced Mixture-of-Experts Adapters

Hao Fu, Sihao Liu, Hanbin Zhao, Jiahua Dong and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Adversarial robustness

Rethinking Latency Denial-of-Service: Attack the LLM Serving Framework, Not the Model

Tianyi Wang, Huawei Fan, Yuanchao Shu, Peng Cheng and 1 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Peking Zhejiang Tsinghua Adversarial robustness

Surrogate Calibration for Transferable Adversarial Attacks against Black-Box MLLMs

Zhewen Yao, Yao Zhu, Xiangyang Ji, Shiliang Zhang

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Zhejiang Dahua Technology Co., L Autonomous driving

One Adapter For All: Towards Generalizable Many-To-One Domain Adaptation In Heterogeneous Collaborative Perception

Lu Bin, Zhewei Fu, Shaohong Wang, Zhiyu Xiang and 2 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Central South Biosignals & wearables

Improving Neural Decoding Performance for Language BCIs by Explicitly Modeling Context-Induced Noise

Yao Jia, Xianhan Tan, Binli Luo, Yueming Wang and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Tsinghua ETH Zurich Zhejiang U Arizona SIGS, Tsinghua LLM agents & planning

Treat Domain-Specific Languages as Design Variables in LLM Agents

Letian Li, Wenyuan Jiang, Xin Yang, Shuzhao Xie and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Bytedance The University of Hong Kong 3D vision & reconstruction

Beyond Spatial and Temporal Priors: A Generalizable Approach for Dense Correspondence Matching

Luping Liu, Bingyi Kang, Yifan Wang, Dong Xu

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Hong Kong University of Science Hong Kong University of Science Zhejiang Tianjin Montreal Institute for Learning RL for LLMs

Reformulate LLM Reinforcement Learning for Stable Training under Black-box Discrepancy

Jiashun Liu, Runze Liu, Xu Wan, Jing Liang and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Xi'an Jiaotong Westlake U Science and Technology of Chin Fudan Embodied agents

Endowing Your Vision-Language-Action Model with a Predictive Mind

Pengxiang Ding, Haoying Wang, Minghui Lin, Qishen Wang and 8 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Zhejiang Hunan Independent Researcher National University of Singapore Retrieval-augmented generation

RealDev-QA: Trajectory-Level Diagnosis for Developer RAG Under Real-World Noises

Tianling Lan, Yao Junxiao, Tingyang Chen, Cibo Yu and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026OralXi'an Jiaotong Tsinghua Zhejiang Explainable AI

Unlocking Volition: Proactive Intention Decoding via Interpretable Graph Learning of Multi-Region ECoG

Kaizhong Zheng, JiaJunMA, Hongru Liu, Xinjian LI and 3 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Alibaba Group Zhejiang Ant Group Anomaly detection

PRISM: Asymmetric Precision-Recall Optimization for Million-Scale Root Cause Analysis

Wei Zhang, Rongyao Cai, Xiaosheng Li, Hang Yu and 1 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Zhejiang Distribution shift & OOD detection

REACT: A Lightweight Reliability-Aware Framework for Spatio-Temporal Out-of-Distribution Prediction

Yongfeng Su, Ziquan Fang, Jihua Yang, Wei Shao and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026NUS Chongqing Research Institute Zhejiang The Chinese University of Hong K U Macau National University of Singapore LLM reasoning & chain of thought

Illusory Pattern Perception Drives Spurious Inference in Large Language Models

Peihua Mai, Zhuoyan Shao, Xinbao Qiao, Meng Zhang and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Tongji DAMO Academy, Alibaba Group Alibaba Group Shandong Zhejiang Embodied agents

Benchmarking Fine-Grained Spatio-Temporal Awareness in Embodied Brain Models

Minghao Zhu, Zhikai Wang, Ronghao Dang, Bohan Hou and 9 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026Zhejiang Segmentation

$\mathbf{D^{3}S^{2}}$: Diffusion-Guided Dataset Distillation for Semantic Segmentation

Wenjie Zheng, Haoji Hu, Jiali Lu, Xingze Zou and 1 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Baidu Northeastern Baidu Inc.Zhejiang Efficient attention & state-space models

FlashMask-3: Efficient and Expressive Mask-Aware Distributed Attention

Guoxia Wang, Qianyue He, Siming Wu, Haoyang Xie and 5 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026The Chinese University of Hong K Tongji Shanghai Jiao Tong Shanghai Jiaotong Zhejiang Robot manipulation

OmniDex: Scaling Dexterous Hand Grasping to Diverse Cluttered Scenes

Naiyu Fang, Zhongjin Luo, Yuxin Mo, Siyuan Huang and 6 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Tencent Tencent Tencent Technology (Shenzhen) Co U science and technology of Chin Embodied agents

3A-VLA: Abstraction-Aligned Action Learning for Vision-Language Agents in 3D Game Worlds

Zheyuan Zhou, Liang Du, Zixun Sun, Xiaoyu Zhou and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026National University of Singapore Zhejiang Medical LLMs

CODA: Cohort- and Drift-aware Foundation Model for Multimodal Clinical Reasoning

Changshuo Liu, Jiaqi Zhu, Wenqiao Zhang, Xiaokui Xiao and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Vivo U Science and Technology of Chin Northwest Polytechnical Universi Hangzhou VIVO Information Techno Image editing

FlashRelight: Portrait Video Relighting with Dynamic Lighting

Jiahui Sheng, Le Li, Limin Lin, Jiahao Li and 5 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Tianjin Montreal Institute for Learning Shanxi Zhejiang LLM evaluation & benchmarks

Does Your Large Language Model Have An Intuitive Sense of The Difficulty of A Question?

Ruitao Wang, Jinyi Liu, Hongyao Tang, Rong Cheng and 8 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Sun Yat-sen University Cancer Ce Monash Hong Kong Polytechnic InfiX.ai Medical LLMs

NPCBench: A Clinical Apprenticeship Benchmark for Guideline-Constrained Care-Pathway Reasoning in Nasopharyngeal Carcinoma

Pengkai Wang, Wei-Wei Zhang, Yan Li, Min Tang and 12 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang The Chinese University of Hong K cmjt China Mobile Communications Comp Unified multimodal models

One Unified Representation: Resolving the Appearance-Semantics Dilemma via Structural Regularization

RUIQI YANG, Fei Zhou, Yi Zhang, Liang Li and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang antgroup Ant Group College of Computer Science RL for LLMs

SIRAS: Sibling-Relative Advantage Shaping for Reinforcement Learning from Verifiable Rewards

Zairun Yang, Jun Xu, Lei Liang, Huajun Chen and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nankai The Hong Kong University of Scie HKUST Zhejiang Hong Kong University of Science Test-time compute

SIGMA: A Sigmoid-Gated Sampler for Test-Time Scaling in Diffusion Language Models

Ziwen Zhang, Weiyu Chen, Yuyan Zhou, Yichen Zhu and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Efficient attention & state-space models

SpectralKV: Redundancy-Aware KV Cache Compression via Spectral Coreset Selection

Fangming Zhao, Fulun Ye, Xiaofei Yue, Ziming Zhao and 3 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Bandits & online learning

Tree-Guided Identify Then Exploit: A Unified Framework of Pure Exploration and Regret Minimization for Dueling Bandits

Pu Wang, Yao-Xiang Ding

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Westlake MBZUAI Fondazione Bruno Kessler Mohamed bin Zayed University of Mixture of experts

Towards Principled Fine-Grained MoE Expert Pruning via Pseudo-Boolean Approximation

Zongfang Liu, Ziheng Cheng, Shengkun Tang, Jinghui Zhang and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang U California, San Diego U California, Irvine the University of Hong Kong, Uni 3D vision & reconstruction

PanoWorld: Towards Spatial Supersensing in 360◦ Panorama World

Changpeng Wang, Xin Lin, Junhan Liu, Yuheng Liu and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Patsnap Information Technology (PatSnap Zhejiang Hallucination & factuality

SOPO: Socratic Guided Policy Optimization for Span-Level Hallucination Detection

Jiawei Dong, Zilong Bai, Pengtian Zhu, Peng Zhou

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Zhejiang Zhejiang Lab China Telecom Vision-language models

From Structural Feedback to Prompt Policies: Learning Faithful Text-to-Image Prompt Editors

Wentao Ye, Yali Ye, Zhiqing Xiao, Ru Peng and 6 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Zhejiang ByteDance Inc.Institute of Software, Chinese A RL for LLMs

GDMD: Guiding Distribution Matching Distillation with Gradient-Based Reinforcement Learning

Linwei Dong, Ruoyu Guo, Ge Bai, Quan Zheng and 2 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Peking Tsinghua Zhejiang East China Normal Huazhong Agricultural Knowledge graphs

Intern-Atlas: A Methodological Evolution Graph as Research Infrastructure for AI Scientists

Intern-Atlas builds a methodological evolution graph from over one million AI papers to model how methods emerge and adapt, enabling automated idea evaluation and generation.

Yujun Wu, Dongxu Zhang, Xinchen Li, Jinhang Xu and 10 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 47 on Hugging Face

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NeurIPS 2026SpotlightZhejiang Efficient inference & serving

Beyond Selection: Token Parameterization for Extreme Visual Token Compression

Braco separates token compression into basis truncation and coordinate organization via coupled compressibility and learnability objectives, achieving 95.2% accuracy at up to 144x compression with 84-87% lower prefill FLOPs and up to 36% speedup.

Rui Zhong, YU LI, Zheyu Yan, Cheng Zhuo

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 7 on Hugging Face · Code ★ 2

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NeurIPS 2026The Hong Kong University of Scie The Hong Kong University of Scie Hong Kong University of Science Zhejiang Alignment & preference optimization

Strengthening LLMs for Tabular Prediction with Structural Priors

PRPO incorporates column-permutation invariance into LLM post-training via label-preserving permutations and two-level advantage estimation, enabling an 8B model to match specialized tabular baselines and outperform 685B reasoning LLMs by up to 53%.

Pengxiang Cai, Zihao Gao, Wanchen Lian, Guocong Li and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Youtu Lab, Tencent Tencent Youtu Lab Huazhong University of Science a Zhejiang University Video generation

Advancing Narrative Long Video Generation via Training-Free Identity-Aware Memory

IAMFlow is a training-free identity-aware memory framework that tracks persistent entities across prompts to generate consistent long narrative videos, achieving best benchmark scores and faster inference.

Jinzhuo Liu, Jiangning Zhang, Wencan Jiang, Yabiao Wang and 4 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Xiaohongshu Bilibili Inc.Fudan Bilibili Zhejiang RL for LLMs

SALT: When More Rollouts Don’t Help in Group-Based Policy Optimization and How to Make Them Matter

Increasing rollouts fails in group-based RL because normalized gradients cancel; SALT adaptively reweights updates via subspace decomposition to recover effective learning.

Powei Chang, Jinpeng Zhang, Chaoqun Sun, MiniWell Tsao and 5 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nankai Zhejiang Southern University of Science a Rightly Robotics U Science and Technology of Chin 3D vision & reconstruction

DeformMaster: An Interactive Physics-Neural World Model for Deformable Objects from Videos

DeformMaster learns interactive physics-neural world models of deformable objects from videos, enabling high-fidelity future dynamics rollout, material variation, and novel-view synthesis.

Can Li, Zhoujian Li, Ren Li, Jie Gu and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 3 on Hugging Face · Code ★ 25

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NeurIPS 2026The University of Sydney Zhejiang National University of Defense T National University of Defense T Video generation

FreeSpec: Training-Free Long Video Generation via Singular-Spectrum Reconstruction

FreeSpec analyzes long-video diffusion via singular-spectrum analysis and proposes spectral reconstruction to reduce spectral concentration, preserving dynamics and consistency without training.

Fangda Chen, Shanshan Zhao, Longrong Yang, Chuanfu Xu and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightUC San Diego Shanghai Jiaotong U Science and Technology of Chin JD.com Zhejiang Video-language models

AdaCodec: A Predictive Visual Code for Video MLLMs

AdaCodec uses predictive visual codes to send full reference frames only when unpredictable, cutting video MLLM tokens by 7x while improving long-video benchmark scores and reducing latency.

Haowen Hou, Zhen Huang, Zheming Liang, Qingyi Si and 7 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 7 on Hugging Face

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NeurIPS 2026Zhejiang U Minnesota Physics-informed ML & PDEs

StreamPhy: Streaming Inference of High-Dimensional Physical Dynamics via State Space Models

StreamPhy enables real-time streaming inference of high-dimensional physical fields from irregular sparse measurements via adaptive encoders and state-space updates, outperforming diffusion baselines by up to 48% accuracy and 20-100x speed.

Panqi Chen, Yifan Sun, Shikai Fang, Xiao Fu and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Leicester Nanchang Zhejiang U Exeter Federated learning

FedAdaVR: Adaptive Variance Reduction for Robust Federated Learning under Limited Client Participation

FedAdaVR combines adaptive optimization with variance reduction using stored updates to eliminate partial participation error in federated learning, and FedAdaVR-Quant cuts memory by up to 87.5%.

S M RUHUL KABIR HOWLADER, Xiao Chen, Yifei Xie, Lu Liu

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Science and Technology of Chin Tencent Zhejiang School of data science, Fudan un Nankai Tokenization

SimCT: Recovering Lost Supervision for Cross-Tokenizer On-Policy Distillation

SimCT recovers lost cross-tokenizer supervision by comparing multi-token continuations in on-policy distillation, improving reasoning and code generation over exact token matching.

Jie Sun, Mao Zheng, Mingyang Song, Qiyong Zhong and 5 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Fudan JD Explore Academy Diffusion models

DecQ: Detail-Condensing Queries for Enhanced Reconstruction and Generation in Representation Autoencoders

DecQ uses lightweight detail-condensing queries to extract fine-grained VFM features, improving representation autoencoder reconstruction and generative fidelity without disrupting semantic space.

Tianhang Wang, Yitong Chen, Wei Song, Zuxuan Wu and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 3 on Hugging Face · Code ★ 8

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NeurIPS 2026Zhejiang Fudan Image editing

CLeaR: A Unified Framework for Resolving the Leakage–Degradation Dilemma in Style Transfer

CLeaR resolves style transfer's leakage-degradation dilemma via orthogonal subspace projection, ensemble inversion, and energy-guided diffusion calibration to cut content leakage and improve style fidelity.

Teng Zhou, Yunhao Chen

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Tsinghua Beijing Information Science &amp Zhejiang The Hong Kong University of Scie Beijing University of Posts and Instruction tuning

RotMoLE: Enhancing Mixture of Low-Rank Experts through Rotational Gating Mechanism

RotMoLE adds a rotation gate to MoE-LoRA experts that rotates rather than merely scaling selected experts, improving specialization and performance on multi-task and multilingual benchmarks.

Mengyang Sun, MaoChuan Dou, Tao Feng, Dan Zhang and 4 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Northeastern Alibaba Group Alibaba DAMO Academy Vision-language-action models

VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon

VLA-Corrector detects visual deviation via a lightweight monitor and triggers online replanning to adaptively correct action chunks without retraining VLA backbones.

Yi Pan, Miao Pan, Qi Lu, Jiaming Huang and 7 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 28 on Hugging Face · Code ★ 94

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NeurIPS 2026Zhejiang Nanyang Technological KTH Royal Institute of Technolog Nanyang Technological University A*STAR Time series foundation models

PrismFlow: Residual Dynamics for Flow Matching in Time-Series Generation

PrismFlow uses Koopman-inspired dynamical experts with a confidence-aware winner-take-all objective to learn residual flow corrections that recover fine-grained temporal dynamics and mitigate spectral contraction in flow matching.

ZHANG JUNRU, Lang Feng, Jinbo Wang, Xu Guo and 5 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026HKUST Tencent IEG The Hong Kong University of Scie Digital Content Technology Cente Zhejiang 3D vision & reconstruction

Real2Sim in HOI: Toward Physically Plausible HOI Reconstruction from Monocular Videos

HA-HOI reconstructs physically plausible 4D human-object interactions from monocular video by anchoring object motion to human action and refining via physics simulation. It improves alignment, contact consistency, and simulation readiness over prior monocular reconstruction methods.

Yubo ZHAO, Yujin Chai, Yunao Dong, Chengfeng Zhao and 3 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026INSAIT Australian National Zhejiang INSAIT, Sofia University "S INSAIT Sofia & ETH Zurich LLM agents & planning

LensDesigner: A Self-Improving Agent for Optical Lens Design

LensDesigner is a self-improving autonomous agent that uses retrieval, simulation, and curriculum learning to design optical lenses, significantly outperforming baselines on 120 diverse tasks.

Lei Sun, Haoran Liang, Dannong Xu, Yao Gao and 5 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Chinese University of Hong Kong Fudan Univrsity Tsinghua Shenzhen International Tencent Hunyuan Visual grounding

Evidence-RL: Towards Evidence-intensive Visual Reasoning

Counterfactual Evidence Disentanglement (CED) audits vision-language model grounding by comparing evidence-region and non-evidence-region support drops inside GRPO, improving visual reasoning across benchmarks without inference overhead or evidence annotations.

Haojie Huang, Xinlei Yu, Chengming Xu, Zhangquan Chen and 5 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 16 on Hugging Face · Code ★ 4

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NeurIPS 2026SpotlightSUN YAT-SEN UNIVERSITY Sun Yat-Sen Sun Yat-sen Zhejiang China University of Mining and T Time series classification & imputation

TSQAgent: Rating Time Series Data Quality via Dedicated Agentic Reasoning

TSQAgent uses collaborative agent roles and external analytical tools to automatically identify relevant time series quality dimensions and perform quantitative comparisons, substantially improving LLM assessment and downstream data selection.

Shunyu Wu, Dan Li, Haozheng Ye, Weibin Feng and 5 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang U Chinese Academy of Sciences Taobao Taobao (China) Software Co., Ltd Alibaba Group Long-context modeling

StateTree: Enhancing Long-term Dialogue Reasoning via Reinforcement Learning

StateTree uses RL on tree-structured multi-session path-tracing tasks to train long-context dialogue reasoning, achieving up to +23.60% gains on LongMemEval and outperforming larger baselines while preserving short-context reasoning.

Naen Xu, Wanqing Cui, Yibo Hu, Shixin Hong and 4 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Meta Zhejiang Facebook Vanderbilt U Pennsylvania 3D vision & reconstruction

Knowledge Transfer Scaling Laws for 3D Medical Imaging

Medical imaging pretraining reveals asymmetric cross-domain scaling and power-law transfer, yielding optimized data allocations with a hub-and-island structure that improves transfer over proportional sampling by up to 58%.

Ho Hin Lee, Dongna Du, Chu Wang, Yuankai Huo and 3 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Central South Beijing Information Science and Beijing Information Science &amp Alibaba Group Agent memory

MedMemoryBench: Benchmarking Agent Memory in Personalized Healthcare

MedMemoryBench introduces a streaming benchmark with synthetic long-horizon medical trajectories to evaluate agent memory, revealing severe bottlenecks in reasoning and noise resilience due to memory saturation.

Yihao Wang, Haoran Xu, Renjie Gu, Yixuan Ye and 9 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 2 on Hugging Face

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NeurIPS 2026Tongji The Chinese University of Hong K Institute of automation, Chinese Tianjin Inner Mongolia RL for LLMs

AffectGPT-RL: Revealing Roles of Reinforcement Learning in Open-Vocabulary Emotion Recognition

AffectGPT-RL applies reinforcement learning to open-vocabulary emotion recognition, improving performance by optimizing non-differentiable metrics and enabling reasoning.

Zheng Lian, Fan Zhang, Lan Chen, Yazhou Zhang and 7 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Zhejiang NTU CCDS ByteDance Seed U Adelaide 3D vision & reconstruction

Scalable Adaptation of 3D Geometric Foundation Models via Weak Supervision from Internet Video

SAGE adapts 3D geometric foundation models via weak Internet video supervision, reducing zero-shot Chamfer Distance by 20, 42% on unseen benchmarks.

Zihui Gao, Ke Liu, Jiawang Bian, Donny Y. Chen and 4 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 2 on Hugging Face

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NeurIPS 2026South China University of Techno Zhejiang Physics-informed ML & PDEs

Derived Fields Preserve Fine-Scale Detail in Budgeted Neural Simulators

Derived-Field Optimization selects carried physical fields and allocates storage budgets to preserve fine-scale detail in budgeted neural simulators, significantly improving fidelity before rollout even on PDEBench.

Wenshuo Wang, Fan Zhang

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026HKUST Hong Kong University of Science VNET Group The Hong Kong University of Scie Zhejiang Diffusion models

AHPA: Adaptive Hierarchical Prior Alignment for Diffusion Transformers

AHPA adaptively selects hierarchical VAE feature priors via a timestep-conditioned router to match diffusion transformer alignment granularity to denoising needs, improving convergence without inference overhead.

Ruibin Min, Yexin Liu, Aimin PAN, Changsheng Lu and 4 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026The Hong Kong University of Scie The Hong Kong University of Scie Hong Kong University of Science Xidian Baidu Video-language models

MedHorizon: Towards Long-context Medical Video Understanding in the Wild

MedHorizon benchmarks long medical video understanding via sparse evidence retrieval and multi-hop reasoning, with top models reaching only 41.1% accuracy.

Bodong Du, Bowen Liu, Yang YU, Xinpeng Ding and 7 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang The University of Tokyo UTokyo Physics-informed ML & PDEs

M$^3$: Reframing Training Measures for Discretized Physical Simulations

M³ balances training measures via multi-scale Morton partitioning to reduce measure-induced bias, cutting volumetric simulation errors up to 4.7× and outperforming high-resolution training under aggressive subsampling.

Yuan Mei, Xingyu Song, Xiaowen Song, Naoya Takeishi

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightZhejiang Harvard Electrical Engineering & Com U California, Berkeley Flow matching

World Motion Models: Flexible Sequence Modeling of SE(3) Trajectories

World Motion Models unify dynamic 3D entities via sparse SE(3) trajectories and flow-matching, enabling any-to-any conditioning across prediction, control, and retargeting tasks.

Jiahui Lei, Qianqian Wang, Trevor Darrell, Angjoo Kanazawa

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Chinese Academy of Sciences Johns Hopkins Peking U the Chinese Academy of Science Zhejiang Vision-language models

dRAE: Representation Autoencoder with Hyper-Spherical Codes

Hyper-spherical quantization decouples semantics from magnitude via angular routing to prevent codebook collapse, enabling scalable discrete representation autoencoders with full codebook usage and high-fidelity reconstruction.

Tianren Ma, Lin Long, Chuyan Chen, Mu Zhang and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 10 on Hugging Face · Code ★ 10

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NeurIPS 2026Zhejiang Fudan UCAS/EPFL JD Explore Academy Alibaba Group Autoregressive generation

Channel-wise Vector Quantization

Channel-wise Vector Quantization replaces patch tokens with channel tokens to achieve full codebook usage and improves reconstruction and text-to-image generation via sequential channel prediction.

Wei Song, Tianhang Wang, Yitong Chen, Zuxuan Wu and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 14 on Hugging Face · Code ★ 11

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NeurIPS 2026OralNanjing University of Aeronautic Zhejiang Zhejiang Lab Jailbreaks & red teaming

LITMUS: Benchmarking Behavioral Jailbreaks of LLM Agents in Real OS Environments

LITMUS benchmarks LLM agent behavioral jailbreaks in real OS environments, revealing agents execute 40.64% of high-risk operations despite refusals and suffer pervasive execution hallucination.

Chiyu Zhang, Huiqin Yang, Bendong Jiang, Xiaolei Zhang and 7 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026DAMO Academy, Alibaba Group U Illinois at Urbana-Champaign Zhejiang Tencent Hunyuan Multimodal Alibaba DAMO Academy Multimodal reasoning

Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency

VCBENCH benchmarks multimodal elementary math reasoning requiring multi-image visual dependencies, finding top models score under 50%.

Zhikai Wang, Jiashuo Sun, Wenqi Zhang, Zhiqiang Hu and 2 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 13 on Hugging Face · Code ★ 11

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NeurIPS 2026National University of Singapore Zhejiang Retrieval-augmented generation

LogicTree-RAG: Logic Tree-guided Retrieval-Augmented Generation for Long-form Patent Drafting

LogicTree-RAG induces hierarchical logic trees to organize long-form patent drafting, improving content quality and token efficiency without expert outlines.

Jiaqi Zhu, Naili Xing, Pan Hexiang, Haotian Gao and 3 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightHong Kong Polytechnic Department of Computer Science a Zhejiang U Technology Sydney The Hong Kong Polytechnic Model merging

FeatCal: Feature Calibration for Post-Merging Models

FeatCal reduces post-merging feature drift via layer-wise closed-form weight calibration without gradients, outperforming Surgery and ProbSurgery on CLIP and GLUE benchmarks.

Yanggan Gu, Shuo CAI, Zihao Wang, Wenjun Wang and 6 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Huazhong University of Science a Huazhong University of Science a Xiaomi Corporation Li Auto Inc.Alibaba Group 3D vision & reconstruction

PointForward: Feedforward Driving Reconstruction through Point-Aligned Representations

PointForward reconstructs driving scenes via world-space 3D queries and scene graphs, achieving state-of-the-art feedforward results with explicit cross-view and instance consistency.

Cheng Chi_, Xianqi Wang, Hongcheng Luo, Mingfei Tu and 8 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026zhejiang university Zhejiang Controllable generation

COLLAR: Cascaded Object-Level Latent Refinement for High-Fidelity Conditional Generation

COLLAR progressively optimizes object-level diffusion features via field-of-view expansion to improve conditional generation quality and spatial control without training.

Xinlong Zhang, Jia Wei, Xiaoyu Zhang, Teng Zhou and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightHarvard Yonsei University Colleg Yonsei Cancer Center Zhejiang Mohamed bin Zayed University of Multi-agent LLM systems

CoMMa: Contribution-Aware Medical Multi-Agents for Decentralized Oncology Decision Support

CoMMa is a decentralized multi-agent oncology framework using partitioned data, specialized fine-tuning, and deterministic contribution-aware aggregation to enable interpretable, privacy-preserving decision support across diverse clinical settings.

Yichen WU, Yujin Oh, Sangjoon Park, Kailong Fan and 9 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026OralStanford Zhejiang The University of Queensland Vision-language models

SALART-VQA: Diagnosing Whether VLMs Understand Salient Artifacts in Generated Images

SalArt-VQA evaluates VLM artifact understanding via fine-grained questions, revealing high detection recall but only 53% fully correct reasoning and a sensitivity-calibration tradeoff.

Xiaoxiao Sun, Ruotian Zhang, Junzhe Huang, James Burgess and 1 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 1 on Hugging Face

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NeurIPS 2026Zhejiang Li Auto Inc.Peking LiAuto LLM reasoning & chain of thought

ChainSpace: A Chained-Reasoning Paradigm for Spatial Intelligence

ChainSpace structures spatial reasoning as state-preserving multi-round chains to expose hidden failures and improve data-efficient training.

Xiaohan Zhang, Feng Gu, Xudong Rao, Xuhao Pan and 3 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Wuhan Fudan Zhejiang Shanghai Jiaotong JD Explore Academy RL for LLMs

Visual-ERM: Reward Modeling for Visual Equivalence

Visual-ERM is a multimodal generative reward model that evaluates vision-to-code outputs in rendered visual space, improving Qwen3-VL-8B-Instruct by up to 8.4 points and outperforming larger models on fine-grained visual discrepancy benchmarks.

Ziyu Liu, Shengyuan Ding, Xinyu Fang, Xuanlang Dai and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 21 on Hugging Face · Code ★ 69

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NeurIPS 2026Fudan Zhejiang HKUST Huya Inc Peking Unified multimodal models

Baton: Explicit Semantic Blueprints for Joint Video-Audio Generation

Baton introduces explicit semantic blueprints via a multimodal planner and relative positional encoding for synchronized joint video-audio generation.

Shuyuan Tu, Qi Tian, Zihan Yang, Yue Wu and 8 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Ant Group U Southern California College of Computer Science and RL for LLMs

Smart Picks in the Dark: Towards Efficient RLVR for Reasoning via Tracing Metacognitive Pivots

PivotTrace traces metacognitive pivots via attention dynamics to select unlabeled reasoning samples, surpassing fully supervised models with 29.3% annotations and 2.75x faster convergence.

Guangcheng Zhu, Shenzhi Yang, Haobo Wang, Xing Zheng and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Hong Kong University of Science Ant Research Beihang Stanford Video generation

DSAQuant: Denoising-Stage-Aligned Quantization-Aware Training for Video Generation

DSAQuant aligns video diffusion quantization with denoising stages to preserve visual details and improve compressed text-to-video generation quality.

Shuaiting Li, Zelin Gao, Haibin Shen, Yujun Shen and 2 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026NC State Zhejiang North Carolina State Jailbreaks & red teaming

Conceal, Reconstruct, Jailbreak: Exploiting the Reconstruction--Concealment Tradeoff in MLLMs

Intent-obfuscation jailbreaks on MLLMs face a reconstruction-concealment tradeoff that existing transformations fail to balance, but character-removed variants and concealment-aware construction with keyword distractor images exploit model reconstruction to bypass safety filters.

Md Farhamdur Reza, Richeng Jin, Tianfu Wu, Huaiyu Dai

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026The University of Hong Kong Shanghai Jiao Tong Northwestern Polytechnical U Science and Technology of Chin Fudan 3D vision & reconstruction

PLANING: A Loosely Coupled Triangle-Gaussian Framework for Streaming 3D Reconstruction

PLANING decouples geometry and appearance via explicit primitives and neural Gaussians for fast, high-quality streaming monocular 3D reconstruction with reduced redundancy.

Changjian Jiang, Kerui Ren, Xudong Li, Kaiwen Song and 8 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 21 on Hugging Face

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NeurIPS 2026U Hong Kong The Univeristy of Hong Kong CMU, Carnegie Mellon Alibaba Group The University of Hong Kong Vision-language-action models

FineVLA: Fine-Grained Instruction Alignment for Steerable Vision-Language-Action Policies

FineVLA introduces fine-grained action-aligned supervision for steerable vision-language-action policies, yielding up to 86.8% simulation and 62.7 real-world success and boosting steerable control over coarse instructions.

Xintong Hu, Xuhong Huang, JINYU ZHANG, Yutong Yao and 8 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 9 on Hugging Face

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NeurIPS 2026Princeton Tianjin Peking HKUST Zhejiang Deep RL

PRECISE: SDE-Consistent Stochastic Sampling for RL Post-Training of Flow-Matching Models

PRECISE introduces an SDE-consistent stochastic sampler balancing exploration and stability for RL post-training of flow-matching models, enabling faster, more stable reward optimization with significantly reduced training time.

Bo Peng, Tao Huang, Weijie Kong, Junzhe Li and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Zhejiang Beijing University of Aeronautic The Chinese University of Hong K Shandong nanjing university Agent benchmarks & environments

EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies

EcoGym benchmarks long-horizon LLM economic planning across open-source environments, revealing no single model dominates and exposing strategic and execution suboptimalities.

Xueyu Hu, Jinxiang Xia, Shengze Xu, Kangqi Song and 12 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 11 on Hugging Face · Code ★ 99

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NeurIPS 2026The Hong Kong University of Scie Beijing University of Posts and The Hong Kong University of Scie Beijing Institute of Technology Hong Kong University of Science Agent memory

EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective

EvoMemBench benchmarks LLM agent memory via self-evolving scope and content axes, finding no universal memory method and that long-context baselines remain competitive.

Yuyao Wang, Zhongjian Zhang, Mo Chi, Kaichi Yu and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face

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lenient 4/5

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NeurIPS 2026Guangzhou Zhejiang Southeast Deep RL

Generative Actor-Critic with Soft Bridge Policies

SoftGAC proposes a soft generative actor-critic with stochastic bridge policies that expose a tractable MaxEnt objective via single-pass sampling, outperforming diffusion and flow baselines on continuous control with lower latency.

Ke He, Le He, Shunpu Tang, Yafei Wang and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightTsinghua Xiaomi Corporation Peking Institute of Automation, Chinese The Hong Kong University of Scie Vision-language-action models

Revisiting Embodied Chain-of-Thought for Generalizable Robot Manipulation

Embodied chain-of-thought improves generalization when grounded in action guidance, and ERVLA uses reasoning-dropout supervision to avoid unstable autoregressive reasoning at inference, achieving state-of-the-art robot manipulation results.

Nan Sun, Yuan Zhang, Yongkun Yang, Wentao Zhao and 9 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Shanghai Jiao Tong National University of Singapore Zhejiang U Science and Technology of Chin Tiamat AI Image editing

EditBridge: Towards Faithful and Efficient Ultra-High-Resolution Image Editing

EditBridge formulates ultra-high-resolution editing as structured low-to-high translation conditioned on original sources to prevent divergence and texture degradation, achieving 4K editing with 3.6-8.4x speedups via sparse attention.

Jiayi Song, Shijie Huang, Fangtai Wu, Yubo Huang and 4 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 23 on Hugging Face · Code ★ 23

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NeurIPS 2026Zhejiang Tencent NJUST Tencent YouTu Lab Zhenjiang Alignment & preference optimization

Improving General Role-Playing Agents via Psychology-Grounded Reasoning and Role-Aware Policy Optimization

Psy-CoT decomposes role-playing reasoning into psychology-grounded steps, and RAPO uses profile-token mutual information to weight gradients, improving fidelity and out-of-distribution generalization over supervised fine-tuning.

Zhenhua Xu, Dongsheng Chen, Jian Li, Yitong Lin and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Institute of Automation，Chinese U Science and Technology of Chin Beijing University of Aeronautic Institute of automation, Chinese Zhejiang Video generation

Physics-Informed Video Generation via Mixture-of-Experts Latent Alignment

PILA injects physics-structured latent guidance into frozen video generators via mixture-of-experts alignment, achieving state-of-the-art physical plausibility and visual quality.

Cong Wang, Hanxin Zhu, Jiayi Luo, Yonglin Tian and 5 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Technische Universität München Technische Universität Darmstadt Zhejiang Technische Universität Ilmenau Efficient inference & serving

KV Packet: Recomputation-Free Context-Independent KV Caching for LLMs

KV Packet treats cached documents as immutable packets with lightweight trainable adapters to eliminate KV cache recomputation, achieving near-zero FLOPs and lower TTFT with comparable F1.

Chuangtao Chen, Grace Li Zhang, Xunzhao Yin, Cheng Zhuo and 2 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026 · ▲ 10 on Hugging Face · Code ★ 39

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NeurIPS 2026Tsinghua University, Tsinghua Xiaobing.AI Peking Advanced Micro Devices Tsinghua University, Microsoft Embodied agents

TaskGround: Structured Executable Task Inference for Full-Scene Household Reasoning

TaskGround grounds full household scenes into task-relevant slices to infer executable task structures, improving compact open-weight models' success rates by large margins over direct prompting while cutting token costs up to 18x.

ZhiYuan Feng, Yu Deng, Ruichuan An, Zhenhua Liu and 10 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 17 of 20 reviewers recommend it

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