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Showing papers from Zhejiang University Show all papers

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arXivSingapore University of TechnoloZhejiangMusic

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 ChinRutgers, The State University ofZhejiangAlignment & 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 TechnologyZhejiangU British ColumbiaAlignment & 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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Proceedings of the Human Factors and Ergonomics Society Annual Meeting 2026Pennsylvania StateZhejiangHuman-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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Accident Analysis & Prevention 2026Pennsylvania StateZhejiangHuman-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 AustiZhejiangHong Kong PolytechnicU Science and Technology of ChinBeijing 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 WashingtonTexas A&MU Notre DameU VirginiaNew YorkLLM 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 2026NanjingAlibaba GroupAlibaba GroupZhejiangLLM 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 2025ZhejiangU WashingtonPekingNanyang TechnologicalAlibaba GroupInstruction 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 2022FindingsBaiduZhejiangVision-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 2026ZhejiangByteDance Inc.Tencent Youtu LabVideo 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 2026ZhejiangBeijing University of AeronauticTsinghuaByteDance 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 2026ZhejiangRemote 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 2026U ChicagoZhejiangWestlakeDiffusion 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 2026ZhejiangTsinghua University, TsinghuaDukeXtalpi 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 2026ZhejiangNanjingAlibaba GroupBeijing University of Chemical TZhejiang LabVision-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 2026ZhejiangSimon FraserVision-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 ScieThe Chinese University of Hong KThe Hong Kong University of ScieThe HONG KONG University of ScieZhejiang3D 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 2026HKUSTZhejiangThe Hong Kong University of ScieThe Hong Kong University of ScieShanghaiTechVisual 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 2026ZhejiangTongjiEvent 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 2026ZhejiangWestlakeU Texas at AustinFudan 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 2026HKUSTHong Kong University of Science Department of Computer Science aThe Hong Kong University of ScieThe Hong Kong University of ScieDeep 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 2026ZhejiangHangzhou High-Tech Zone (BinjianQuantization

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 GroupZhejiangPekingShandongUnified 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 universityZhejiangLong-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 GroupNorthwestern PolytechnicalSoutheastZhejiangLazadaRL 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 2026ZhejiangSoutheastBinjiang InsitituteU Hong KongModel-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 2026SichuanTsinghuaZhejiangLLM 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 2026ZhejiangCollege of Computer Science and zhejiang universityBeihangOffline 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 2026FudanZhejiangByteDance Inc.Tencent Youtu LabWuhanTokenization

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 aZhejiangWestlakeInstruction 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 AeronauticFudanZhejiangInstitute of Computing TechnologKuaishou- 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 ChinaZhejiangNavigation & 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 KongThe Chinese University of Hong KNanyang TechnologicalZhejiangVision-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 2026ZhejiangHarbin Institute of TechnologyU Illinois at Urbana-ChampaignAnt GroupCollege of Computer ScienceLLM 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, ChineseNankaiZhejiangU the Chinese Academy of ScienceInstitute of automation, ChineseLLM 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 2026MBZUAIMohamed bin Zayed University of ZhejiangWuhanHallucination & 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 2026ZhejiangMulti-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, WestlakeCentral SouthZhejiangWestlakeImage 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 2026ZhejiangFuzhouHangzhou DianziBeijing University of Post and TCollege 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 2026BeihangHarbin Institute of TechnologyZhejiangBeihangLong-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 GroupNanjingZhejiangCity University of Hong KongU RochesterDiffusion 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 2026ZhejiangThe State Key Laboratory of BlocIndependentKAUSTKing Abdullah University of SciePrivacy

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 KongMITThe Hong Kong University of ScieTencentTexas A&M University - ColleVideo 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 ScienceZhejiangAlibaba GroupMeituanDiffusion 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 ColumbiaZhejiangStanfordVector InstituteUBC | Vector Institute | GoogleSpeech 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 2026ZhejiangThe Australian NationalInstitute of Information EngineeSoftware 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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69%Highly rated
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NeurIPS 2026Harbin Institute of TechnologyHarbin Institute of TechnologyZhejiangAdversarial 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 2026WestlakeUniforce AIZhejiangU GlasgowAgent 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 PolytechnicalThe Chinese University of Hong KZhejiangXi'an University of Posts aDeep 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 2026SpotlightBeihangZhejiangThe University of Hong KongTsinghuaXiamenFlow 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 DianziZhejiangMachine 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 2026PekingInSpatioShanghai InSpatio Intelligent TeShanghai ViTracing Intelligent Tinspatio3D 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 2026TianjinU MacauMacau University of Science and Institute of automation, ChineseZhejiangMulti-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 aZhejiang3D 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 2026BeihangTianjinZhejiangBeihangMaterials & 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 HYTongjiAlibaba Groupinstitute of neuroscienceZhejiangAgent 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 2026ZhejiangZhejiang LabU MacauObject 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 2026ZhejiangHangzhou DianziGuangdong OPPO Mobile TelecommunOPPO 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 2026OralZhejiangGuangdong OPPO Mobile TelecommunOPPO 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 2026ZhejiangLancasterU CambridgeOffline 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 2026ZhejiangNetEase, 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 2026ZhejiangNetEase, 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 2026FudanTsinghuaPekingBaiduZhejiangAlignment & 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 2026ZhejiangUnified 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 2026ZhejiangAlibaba GroupMonashVideo 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 2026FuzhouZhejiangTime 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 2026ZhejiangCentral China NormalMohamed bin Zayed University of zhejiang universitySegmentation

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 2026ZhejiangAdversarial 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 2026PekingZhejiangTsinghuaAdversarial 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 2026ZhejiangZhejiang Dahua Technology Co., LAutonomous 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 2026ZhejiangCentral SouthBiosignals & 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 2026TsinghuaETH ZurichZhejiangU ArizonaSIGS, TsinghuaLLM 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 2026ZhejiangBytedanceThe University of Hong Kong3D 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 ZhejiangTianjinMontreal 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 2026ZhejiangXi'an JiaotongWestlakeU Science and Technology of ChinFudanEmbodied 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 2026ZhejiangHunanIndependent ResearcherNational University of SingaporeRetrieval-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 JiaotongTsinghuaZhejiangExplainable 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 GroupZhejiangAnt GroupAnomaly 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 2026ZhejiangDistribution 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 InstituteZhejiangThe Chinese University of Hong KU MacauNational University of SingaporeLLM 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 2026TongjiDAMO Academy, Alibaba GroupAlibaba GroupShandongZhejiangEmbodied 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 2026ZhejiangSegmentation

$\mathbf{D^{3}S^{2}}$: 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 2026BaiduNortheasternBaidu Inc.ZhejiangEfficient 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 KTongjiShanghai Jiao TongShanghai JiaotongZhejiangRobot 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 2026ZhejiangTencentTencent Tencent Technology (Shenzhen) CoU science and technology of ChinEmbodied 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 SingaporeZhejiangMedical 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 2026ZhejiangVivoU Science and Technology of ChinNorthwest Polytechnical UniversiHangzhou VIVO Information TechnoImage 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 2026TianjinMontreal Institute for Learning ShanxiZhejiangLLM 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 2026ZhejiangSun Yat-sen University Cancer CeMonashHong Kong PolytechnicInfiX.aiMedical 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 2026ZhejiangThe Chinese University of Hong KcmjtChina Mobile Communications CompUnified 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 2026ZhejiangantgroupAnt GroupCollege of Computer ScienceRL 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 2026NankaiThe Hong Kong University of ScieHKUSTZhejiangHong 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 2026ZhejiangEfficient 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 2026ZhejiangBandits & 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 2026ZhejiangWestlakeMBZUAIFondazione Bruno KesslerMohamed 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 2026ZhejiangU California, San DiegoU California, Irvinethe University of Hong Kong, Uni3D 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 (PatSnapZhejiangHallucination & 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 2026ZhejiangZhejiang LabChina TelecomVision-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 2026ZhejiangByteDance Inc.Institute of Software, Chinese ARL 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 2026PekingTsinghuaZhejiangEast China NormalHuazhong AgriculturalKnowledge 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 2026SpotlightZhejiangEfficient 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 ScieThe Hong Kong University of ScieHong Kong University of Science ZhejiangAlignment & 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 2026ZhejiangYoutu Lab, TencentTencent Youtu LabHuazhong University of Science aZhejiang UniversityVideo 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 2026XiaohongshuBilibili Inc.FudanBilibiliZhejiangRL 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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lenient 2/5
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71%Highly rated
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NeurIPS 2026NankaiZhejiangSouthern University of Science aRightly RoboticsU Science and Technology of Chin3D 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 SydneyZhejiangNational University of Defense TNational University of Defense TVideo 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 DiegoShanghai JiaotongU Science and Technology of ChinJD.comZhejiangVideo-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 2026ZhejiangU MinnesotaPhysics-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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78%Highly rated
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NeurIPS 2026U LeicesterNanchangZhejiangU ExeterFederated 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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lenient 4/5
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80%Must read
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NeurIPS 2026U Science and Technology of ChinTencentZhejiangSchool of data science, Fudan unNankaiTokenization

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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lenient 4/5
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76%Highly rated
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NeurIPS 2026ZhejiangFudanJD Explore AcademyDiffusion 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 2026ZhejiangFudanImage 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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71%Highly rated
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NeurIPS 2026TsinghuaBeijing Information Science &ampZhejiangThe Hong Kong University of ScieBeijing 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 2026ZhejiangNortheasternAlibaba GroupAlibaba DAMO AcademyVision-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 2026ZhejiangNanyang TechnologicalKTH Royal Institute of TechnologNanyang Technological UniversityA*STARTime 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 2026HKUSTTencent IEGThe Hong Kong University of ScieDigital Content Technology CenteZhejiang3D 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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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
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NeurIPS 2026INSAITAustralian NationalZhejiangINSAIT, Sofia University "SINSAIT Sofia & ETH ZurichLLM 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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