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Showing papers from University of Science and Technology of China Show all papers

83%Must read

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 · ▲ 579 on Hugging Face · Code ★ 6

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arXivU Science and Technology of Chin Shanghai Artificial Intelligence Fudan KTH Royal Institute of Technolog Chinese University of Hong Kong Instruction tuning

Rethinking Token Reweighting for SFT: Suppress, Reverse, and Extrapolate Learned Features

Existing token-reweighting methods cannot reverse harmful SFT features; SCALE uses frozen SFT deltas with entropy-guided gates to suppress, reverse, or extrapolate them, improving math and code results.

Cunchun Li, Haonan He, Yifan Gao, Minglei Li and 3 more

Published Sep 27, 2026 · 0 citations · ▲ 11 on Hugging Face

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80%Must read

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arXivU Science and Technology of Chin Meituan Wuhan National University of Singapore LLM agents & planning

PluginRSI: Recursive Improvement of Agent Harnesses with Reusable Plugins

PluginRSI evolves agent harnesses via reusable plugins, improving over existing methods and accelerating optimization on unseen tasks.

Yaorui Shi, Yuchun Miao, Yuxin Chen, Jiayuan Zhang and 4 more

Published Sep 26, 2026 · 0 citations · ▲ 8 on Hugging Face

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70%Highly rated

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BMC Health Services Research 2026U Science and Technology of Chin Mental health

Preferences for postoperative exercise in patients after total hip or knee arthroplasty: a discrete choice experiment

Postoperative exercise preferences among joint replacement patients prioritize mild pain, professional supervision, and moderate intensity over frequency and duration.

Yue Wang, M Zhou, Jianmin Wu, Qiongling Zhan and 5 more

Published Jul 25, 2026 · 0 citations

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72%Highly rated

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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 Leeds U Science and Technology of Chin South China Normal Tsinghua Chinese University of Hong Kong Graph neural networks

SAHG: Sector-Anisotropic Hyperbolic Graph Model for Social Bot Detection

SAHG detects LLM-driven social bots by applying direction-dependent hyperbolic curvature and dual-channel feature fusion, achieving top accuracy and F1 across three benchmarks.

Hanning Lu, Yingguang Yang, Jinwei Su, Yang; Liu and 7 more

Published May 28, 2026 · 0 citations

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65%Worth a look

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Fudan Nanjing U Science and Technology of Chin Kuaishou Video-language models

MT-Video-Bench: A Holistic Video Understanding Benchmark for Evaluating Multimodal LLMs in Multi-Turn Dialogues

MT-Video-Bench introduces a multi-turn dialogue benchmark that evaluates multimodal LLMs on holistic video understanding.

Yaning Pan, Qianqian Xie, Guohui Zhang, Zekun Moore Wang and 12 more

Published 2026 · 0 citations · Code ★ 21

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80%Must read

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ACM Transactions on Knowledge Discovery from Data 2024U Science and Technology of Chin National University of Singapore Graph neural networks

Enhancing Out-of-distribution Generalization on Graphs via Causal Attention Learning

Causal attention learning via backdoor adjustment separates causal and shortcut graph features to improve out-of-distribution generalization of GNNs.

Yongduo Sui, Wenyu Mao, Shuyao Wang, Xiang Wang and 3 more

Published Feb 6, 2024 · 31 citations

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91%Must read

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ICCV 2021U Science and Technology of Chin Microsoft Research Asia Xi'an Jiaotong Tsinghua Vision backbones

Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

Swin Transformer is a hierarchical vision transformer using shifted windows for efficient local self-attention and linear image complexity, achieving state-of-the-art results on ImageNet, COCO, and ADE20K.

Ze Liu, Yutong Lin, Yue Cao, Han Hu and 4 more

Published Oct 1, 2021 · 33,084 citations

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57%Worth a look

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NeurIPS 2026Zhejiang University, Westlake U Science and Technology of Chin Tencent City University of Hong Kong The University of Hong Kong 3D generation

MoCA: Mixture-of-Components Attention for Scalable Compositional 3D Generation

Zhiqi Li, Wenhuan Li, Tengfei Wang, Zhenwei Wang 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 2026U Science and Technology of Chin The Hong Kong University of Scie The Hong Kong University of Scie Multimodal hallucination

Correction Space Steering for Hallucination Mitigation in Large Vision-Language Models

Songbo Yang, Shuliang Liu, Sihang Jia, Xuming Hu

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

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57%Worth a look

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NeurIPS 2026SpotlightU Science and Technology of Chin Northeastern Time series forecasting

Beyond Linear Decoders: Dynamic Expert-Coupled Optimal Decoding for Time Series Forecasting

Binwu Wang, Zhipeng Liu, Zhengyang Zhou, Pengkun Wang 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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69%Highly rated

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NeurIPS 2026U Science and Technology of Chin University Of Science And Techno Didi Chuxing Offline RL

Robust Offline Reinforcement Learning against Out-of-Distribution Dynamics in Autonomous Driving

Haozhe Liu, Jie Wang, Rui Yang, Chunyang Liu 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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57%Worth a look

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NeurIPS 2026Tsinghua Tencent Wechat U Science and Technology of Chin Tencent Pengcheng Lab, Shenzhen P R Chin Controllable generation

CrossID: Cross-Supervised Spatio-Temporal Gated Fusion for Personalized Portrait Generation

Dongxu Yue, Qixin Yan, Shiao Yang, Xiaoqiang Zhou 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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45%Niche pick

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NeurIPS 2026U Science and Technology of Chin Alibaba Group U Bristol Object detection

RRL-HOI: Reflective Reinforcement Learning for Open-Vocabulary HOI Detection

Yongchao Xu, Jiawei Liu, Junfeng Wang, Yufei Zheng 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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57%Worth a look

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NeurIPS 2026National University of Singapore U Science and Technology of Chin Vision-language models

Diffusion Thinking for Fast Long-Form Spatial Reasoning in Vision--Language Models

Zhitao Zeng, weitao Du, Yueming Jin

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

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45%Niche pick

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NeurIPS 2026U Science and Technology of Chin The Hong Kong University of Scie Mohamed bin Zayed University of Hong Kong Polytechnic HKBU / RIKEN Deep RL

Interactive Combinatorial Reinforcement Learning for Knowledge Graph Reasoning

Jun Nie, Yonggang Zhang, Tongliang Liu, Chengqi Zhang 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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67%Highly rated

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NeurIPS 2026Shanghai Jiaotong Shanghai Jiaotong University, Sh U California, Berkeley U Science and Technology of Chin COWAROBOT Navigation & SLAM

FlashPlanner: Real-Time Goal-Conditioned Flow-Matching Planning for Autonomous Driving with Online RL Fine-Tuning

Qifeng Li, Yubing Gao, Xiaosong Jia, Zhiliu Liu 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 2026U Illinois at Chicago U Tennessee, Knoxville George Mason Academia Sinica Sun Yat-sen Data curation

Subdata Selection: A Unified Framework for Optimal Selection and Statistical Efficiency Assessment

Min Yang, Wei Zheng, John Stufken, Ming-Chung Chang 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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57%Worth a look

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NeurIPS 2026U Science and Technology of Chin Harbin Institute of Technology Instruction tuning

VoluCore: Spanning Teacher Representations with Volumetric Coresets for Data-Efficient LLM Distillation

Wang Xi, Yue Wang

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

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NeurIPS 2026Shanghai Jiaotong Department of Computer Science a Shanghai Jiao Tong U Science and Technology of Chin Xiamen university Video generation

RISE-Video: Can Video Generators Decode Implicit World Rules?

Mingxin Liu, Shuran Ma, Shibei Meng, Xiangyu Zhao and 8 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · Code ★ 28

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NeurIPS 2026Hunan U Science and Technology of Chin Chief Scientist @ Squirrel AI Multimodal reasoning

AeroMosaic:Transport-Aware Multimodal Evidence Fusion for Atmospheric Pollution Risk Inference

Muyang Zheng, Jiaming Ma, Zongyu Zhang, Qingsong Wen

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

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69%Highly rated

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NeurIPS 2026U Science and Technology of Chin Singapore University of Technolo Capital Medical Beijing Jiaotong Fairness & bias

Text-Based AI Tools for Research Integrity Must Be Audited on Linguistic Fairness Before Deployment

Shuai Shao, Yongkang Wan, Daoyin Dang, Lanyun Zhu 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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45%Niche pick

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NeurIPS 2026South China University of Techno U Science and Technology of Chin Graph neural networks

S&P: Towards Scalable and Powerful Graph Learning with Hierarchical Structural Acquisition

Mingqi Yang, Zhaoyu Liu, Wenjie Feng

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

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NeurIPS 2026U Science and Technology of Chin Huazhong University of Science a Institute of automation, Chinese Representation & contrastive learning

MemTailor: Hierarchical Memory-Augmented Multi-Expert Learning for Long-Tailed Recognition

Yuyang Sun, Senyang Su, Xiaotian Wang, Pengkun Wang 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 Science and Technology of Chin Image restoration

Joint EM Image Super-Resolution and Segmentation with Semantic and Structural Priors

Jiateng Shou, Haoyuan Shi, Zhiwei Xiong

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

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NeurIPS 2026U Science and Technology of Chin Harbin Engineering Tianjin Quantization

ADKV: A Low-Overhead Adaptive Delta Quantization for KV Cache in LLM Inference

Honghao Jia, Zhenxing Li, Jialiang Guo, Jiacheng Gan

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

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NeurIPS 2026U Science and Technology of Chin U Liverpool U Dundee U Exeter Adversarial robustness

Manifold-Aligned Adversarial Perturbation for Anti-Customization under Diffusion-based Purification

Ruotian Liu, Zhen Chen, Zhiguo Yang, Xiangyu Yin 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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45%Niche pick

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NeurIPS 2026U Science and Technology of Chin U Science and Technology China Spatio-temporal forecasting

ExoC2T: An exogenous-driven spatio-temporal learning framework for cross-city transfer

Hailong Yu, Zhengyang Zhou, Liwen Zhang, Qihe Huang 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 2026U Science and Technology of Chin HKBU / RIKEN TCL Coporate Research The Hong Kong University of Scie TCL Corporate Research RL for LLMs

Reasoning Warm-up: Scaling Label-free RL via Verifiable Surrogate Rewards

Jun Nie, Bo Han, Jiaqi Fan, Yonggang Zhang 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 2026U Science and Technology of Chin Huawei Technologies Ltd.Video understanding

LifeStream: Token Life-Cycle Modeling for Training-Free Online Video Understanding

Yifan Ge, Zhihang Liu, Jiannan Ge, Chenhui Jin 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 2026U Science and Technology of Chin Hunan Physics-informed ML & PDEs

PI-EDG: Physics-Informed Full-Space Electron Density Generation from Molecular Geometry

Jiahang Shen, Hongxin Xiang, Zhixiang Cheng, Keke Chen 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 2026ustc.edu.cn U Science and Technology of Chin U Technology Sydney; Data61, CSI Mohamed bin Zayed University of Shanghai AI Laboratory Navigation & SLAM

Seeing Together, Acting Apart: Shared Environmental Understanding for Multi-Robot Navigation

haihong hao, Lei Chen, Mingfei Han, Dong An 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 2026U Science and Technology of Chin Recommender systems

Full-Sequence Masked Diffusion for Generative Recommendation

Lei Chen, Wei Zibo

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 Stanford Jilin Image recognition

U-MOF: Uncertainty-Guided Parameter-Efficient Multi-Objective Fine-Tuning for Long-Tailed Recognition

Yuan Dong, Di Wu, Zhe Zhao, Liheng Yu 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 2026U Science and Technology of Chin Stanford Jilin Image recognition

BasicLT: Basic-Level Abstraction and Selective Differentiation for Long-Tailed Recognition

Yuan Dong, Di Wu, Zhe Zhao, Liheng Yu 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 2026City University of Hong Kong Nanyang Technological U Hong Kong Harbin Institute of Technology City University of Hong Kong Vision-language models

MedVIGOR: Visual Evidence Internalization for Observation-Driven Reasoning in Medical VLMs

Yuan Wu, Jiayu Qian, Sipeng Wu, Songpan Gao 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 2026U Science and Technology of Chin Representation & contrastive learning

Distributed-Order Fractional Spiking Neural Network

Chengjie Ge, Yufeng Peng, Qiyu Kang, Xueyang Fu 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 2026U Science and Technology of Chin Microsoft Microsoft Research Asia Vancouve ByteDance Inc.Recommender systems

PreDiff: Sequential Recommendation by Denoising Preference Distributions

Yaoqi Chen, Jianjin Zhang, Qi Chen, Weihao Han 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 2026nanjing university Nanjing university Nanjing U Science and Technology of Chin Nanjing University of Science an Controllable generation

TopoRefine: Topology-Aware Correspondence and Residual Refinement for Training-Free Subject-Consistent Generation

Zhanxin Gao, Zexin Ti, Chen Zhao, Beier Zhu 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 2026U Science and Technology of Chin Hunan Automated scientific discovery

DETS: An Interval-Censored Evidential Sampling Framework for Cross-Domain Scientific Discovery

Jiahang Shen, Hongxin Xiang, Wenjie Du

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

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NeurIPS 2026U Science and Technology of Chin Huawei Technologies Ltd.Tianjin Huawei Noah's Ark Lab RL for LLMs

Efficient Gradient-Aware Asynchronous Reinforcement Learning for LLM Post-Training

Songhan Yang, Jie Wang, Yinqi Bai, Tong Xialiang 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 2026U Science and Technology of Chin U California, Berkeley Shanghai Jiaotong Nankai COWAROBOT 3D generation

LiFi: LiDAR Generation from Multi-View Images via Geometric and Semantic Collaborative Guidance

Sizhuo Zhou, Xiaosong Jia, Fanrui Zhang, Qifeng Li and 9 more

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 Chiba Alaya Studio, Shanda AI Research Tool use & function calling

Thinking with Imitation: Adaptive Reinforcement-Imitation Learning for Tool-Augmented Scientific Reasoning

Fanrui Zhang, Hongmin Zhan, Qiang Zhang, Sizhuo Zhou 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 Science and Technology of Chin Tencent Tencent AI Lab Tencent hunyuan team The Chinese University of Hong K LLM evaluation & benchmarks

AppCIF-Bench: An Application-Level Complex Instruction Following Benchmark for Large Language Models

Jiahao Xu, Xuefang Zhao, Xinhua Feng, Hongrui Yang 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 2026U Science and Technology of Chin Anew therapeutics Ant Group Southern University of Science a Peking Proteins

FoldAbS: Repurposing the Protein Folding Model as a Foundation Encoder for Antibody Screening

Jun Wu, FANDI WU, Xinyuan Zhu, Dawei Huang 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 2026Peking Anew therapeutics Southern University of Science a U Science and Technology of Chin Tencent AI Lab Molecules & drug discovery

Collective Supervision for Unified Biomolecular Conformation and Dynamics Modeling with CoDyna

Kaiwen Cheng, FANDI WU, Dawei Huang, Jun Wu 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 2026China University of Petroleum U Science and Technology of Chin Central South University, China Molecules & drug discovery

Restoring the RNA-Ligand Interaction Manifold via Topology-Preserving Contrastive Learning under Epistemic Uncertainty

Kai Zheng, Jinhui Xu, Jianxin Wang

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

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NeurIPS 2026U New South Wales U Science and Technology of Chin UNSW Sydney Hong Kong University of Science Time series forecasting

Robust Residual Correction via Selective Deployment for Time Series Forecasting

Jianxiang Xie, YUNCHENG HUA, Mingyue Cheng, Flora Salim 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 2026OralNanyang Technological U Science and Technology of Chin USTC Microsoft Research NTU Multimodal reasoning

Thinking with Images as Continuous Policy: Numerical Visual Chain-of-Thought

Kesen Zhao, Beier Zhu, Junbao Zhou, Xingyu Zhu 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 2026U Science and Technology of Chin Ant Group Watermarking & AI-text detection

CLaW: Codec-Guided Adaptive Latent Watermarking for Traceable Diffusion Image Generation

Huangchao Song, Lingyun Yu, Cong Li, Peiqi Jiang 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 2026The Hong Kong University of Scie Nanjing Tencent AI Lab U Science and Technology of Chin Tongji Deep RL

Canopy: Tree-Aware Rollout Scheduling for Agent Reinforcement Learning

Feiyuan Zhang, LI Pengbo, Ziniu Li, Yuhao Jiang 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 2026U Science and Technology of Chin AntGroup; Nanjing Fudan ant group Adversarial robustness

UpSafe℃: Upcycling for Controllable Safety in Large Language Models

Yuhao Sun, Lingyun Yu, Zhuoer Xu, Kun Yang 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 2026Ant International Group Ant International, Ant Group Ant International U Science and Technology of Chin Nanyang Technological Mixture of experts

Capricorn: Highly Efficient and Secure Mixture of Experts Inference Framework

Lushan Song, Xiaojian Liang, Shishuai Du, Jun J Sim 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 California San Diego U Science and Technology of Chin U California, San Diego Controllable generation

CyCLeGen: Cycle-Consistent Layout Prediction and Image Generation

Shan Xiaojun, Haoyu Shen, Yucheng Mao, Haiyang Xu 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 2026Renmin University of China Columbia Beijing Jiaotong U Science and Technology of Chin Beijing Academy of Artificial In Agent benchmarks & environments

SciResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery

Lei Xiong, Kun Luo, Ziyi Xia, Wenbo Zhang 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 2026U Science and Technology of Chin Nanyang Technological National University of Singapore LLM agents & planning

Breadcrumbing Search Agents: Per-Turn Scheming Over Long-Horizon Trajectories

Xuebin Li, Hanqing Zhao, Siyuan Liang, Kejiang Chen 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 2026U Science and Technology of Chin Alibaba Group U Bristol Segmentation

PARI: Policy-Driven Active Residual Intervention for Weakly Supervised Point Cloud Segmentation

Wenhao Gao, Sen Tao, Jiawei Liu, Jiwei Feng 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 2026U Science and Technology of Chin Beijing Electronic Science and T Fudan Beijing University of Post and T China Academy of Informaton and AI oversight & deception

Decoupled Safety Control: A Safety-Control Algorithm for Training-Free Safety Guidance

Huilin Zhou, Ruoxi Cheng, Yuhang Wang, Yuming Liu 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 2026shenzhen university The Hong Kong University of Scie Hong Kong University of Science ShanghaiTech U Science and Technology of Chin Robot manipulation

Scaling Whole-Body Loco-Manipulation through Compositional Data Synthesis

Yufei Zhu, Runyi Yu, Yinhuai Wang, Aoru Xue and 5 more

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

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NeurIPS 2026U Science and Technology of Chin Noah's Ark Lab, Huawei Tech Chinese Academy Sciences The Chinese University of Hong K Tianjin LLM reasoning & chain of thought

SteadyThought: Mitigating LLM Under-Thinking via Thought-Level Preference Optimization

Zhenyue Peng, Lin Yang, Jie Wang, Xiaoqi Ni 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 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 2026U California, Berkeley Peking U Science and Technology of Chin Carnegie Mellon Stanford Software engineering agents

Verify0: Can AI Agents Build Formally Verified Software Repositories?

Zhe Ye, Hantao Lou, Yuechun Sun, Peiyang Song and 7 more

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

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NeurIPS 2026U Science and Technology of Chin Huawei Noah's Ark Lab Synthetic data

Opt-Arena: Evaluating, Selecting, and Generating Optimization Modeling Data via Tripartite Graphs

Yian Xu, Xiongwei Han, Jie Wang, Haoyang Liu and 3 more

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

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NeurIPS 2026Peking U California, Berkeley Meituan Beihang Institute of automation, Chinese Fairness & bias

On the Bias of Group-Based Advantage Estimation

Fengkai Yang, Zherui Chen, Xiaohan Wang, Xiaodong Lu 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 2026Shaanxi Normal U Science and Technology of Chin IFLYTEK CO.LTD.iFLYTEK CO., LTD Video-language models

Learning Visual Speech Representations via Cross-Modal Distillation and Joint Face-Lip Modeling

Jingxuan Zhang, Genshun Wan, Jia Pan, Jianqing Gao 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 2026Jiangnan U Science and Technology of Chin JIANGNAN UNIVERSITY Adversarial robustness

Prompt Ensemble Image Puriﬁcation for Test-time Adversarial Robustness of CLIP

Yuxuan Zhang, Shuchang Wang, Zhenbo Shi, Xiaoman Liu 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 2026U Science and Technology of Chin U Dundee U Exeter Backdoors & data poisoning

When Sanitization Becomes the Trigger: Defense-Triggered Backdoor Attacks

Zhiguo Yang, Ruotian Liu, Peipei Xu, Wenjie Ruan

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

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NeurIPS 2026U Science and Technology of Chin U Houston PayPal Inc.Kent State Test-time compute

Specialists Hold, Generalists Discount: Asymmetric Equilibrium in LLM Routing Auctions

Xinyu Hou, Yang Lu, Rabimba Karanjai, Pei-Chi Pan and 3 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U Science and Technology of Chin Electric Power Research Institut Time series forecasting

Time–Frequency Non-Stationary Modeling for Multivariate Time Series Forecasting

Haoyi Zhao, Yishan Jiang, Jiqian Yang, Ji Chang 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 2026U Science and Technology of Chin Rutgers University, Newark Robot manipulation

From Sample to Subset Construction: Coverage-Aware Curation of Robot Demonstrations

Shuo Liu, Minxin Lai, Wuyang Zhang, Yu Zhang 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 2026U Science and Technology of Chin National University of Singapore Alibaba Group Tencent AI oversight & deception

Rubric-Align: Safety Alignment through Dynamically Co-Evolving Rubrics

Ruipeng Wang, Junfeng Fang, Houcheng Jiang, Kai Tang 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 Electronic Science and Technol Shanghai Jiao Tong Uber Zhengzhou U California, Berkeley Video generation

WorldForge: Forging Unified World Modeling into Video Generation

Boming Tan, Xiangdong Zhang, Ning Liao, Jingtao Zhang 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 2026U Science and Technology of Chin U Science and Technology of Chin Event sequences

Stable Partial Order Constraints for Temporal Causal Structure Learning

Changxin Rong, Xiangyu Wang, Taiyu Ban, Yanze Gao 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 2026U Science and Technology of Chin U Science and Technology of Chin Image recognition

Intervention-Guided Image-Free Classifier Expansion for Fine-Grained Recognition

Xiangyu Wang, Changxin Rong, Yanze Gao, Lyuzhou Chen 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 Science and Technology of Chin Fudan The Chinese University of Hong K Vision-language models

Dual-Pronged LoRA: Achieving Near-Zero Forgetting and High-Performance Adaptation for MLLMs

Jingqi Ye, haonan he, Minglei Li, Fujun Han and 2 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Tsinghua South China University of Techno Northeast University at Qinhuang Beijing Institute of Technology U Science and Technology of Chin Video generation

UniMoE-World: A Unified Mixture-of-Experts Architecture for Scalable Multi-Control Video Generation World Modeling

Jianjie Fang, Yongyan Xu, Ziyou Wang, Yuchao Huang and 12 more

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

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NeurIPS 2026U Science and Technology of Chin Kuaishou Technology Kuaishou- 快手科技 Tongyi Lab, Alibaba Group Huazhong University of Science a Recommender systems

KuaiRecV2: Benchmarking Large-Scale Continual Learning for Diversified and Multi-task Recommendation

Chenxu Li, Shuchang Liu, Hantao Shu, Wei Yuan and 14 more

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

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NeurIPS 2026OralNanyang Technological Ant International Group Ant International, Ant Group U Science and Technology of Chin Privacy

Felid: A Flexible and Efficient Design for Transformer Fine-Tuning over Encrypted Data

Linru Zhang, Jun J Sim, Xiangning Wang, Jiahao Zhong 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 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 2026Peking Dartmouth College U Science and Technology of Chin U Toronto U Southern California RL for LLMs

The Heel of RLVR: Benchmark Glory Should Not Outpace Honest Measurement

Shuo Yang, Chiyu Ma, Kexin Huang, Jinda Lu 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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NeurIPS 2026U Science and Technology of Chin Shanghai Artificial Intelligence Nanjing University of Aeronautic Hong Kong University of Science Vision-language-action models

$\text{A}^3$-VLA: Automatic Perception-Guided Attention Alignment for Robot Manipulation

Shengzhe Zhang, Qi Zhang, Dazhong Shen, Chao Wang and 2 more

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

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NeurIPS 2026U Science and Technology of Chin Institute of Artificial Intellig U Science and Technology of Chin Multi-agent RL

Joint Adaptive Neighborhood Constraint for Offline Multi-Agent Reinforcement Learning

Xiancheng Gao, Mingxiao Feng, Lin Liu, Yuanrui Duan 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 2026SUN YAT-SEN UNIVERSITY Tsinghua U Science and Technology of Chin Northwestern Polytechnical Retrieval-augmented generation

Constraint Retrieval Is Not Constraint Enforcement in Large Language Models

Yongkang Yang, Xiankun Lin, Lixin Liu, Ziyan Liu and 4 more

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

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NeurIPS 2026Nanyang Technological Institute of Computing Technolog Beihang U the Chinese Academy of Science Fudan Adversarial robustness

Omni-Safety under Cross-Modality Conflict: Vulnerabilities, Dynamic Mechanisms and Efficient Alignment

Kun Wang, Zherui Li, Zhenhong Zhou, Jie 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 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 2026U Science and Technology of Chin U Science and Technology of Chin The Chinese University of Hong K Controllable generation

ProGraf: Profile-Guided Planning for Step-by-Step Generation of Structured Non-Natural Images

Ran Luo, Haoxiang Deng, Lan Zhang, Mu Yuan

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

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NeurIPS 2026U Science and Technology of Chin Nanjing University of Aeronautic Hohai CAS Medical imaging

CycleSpectra: Cyclic Motion Spectra for Phase-Queryable 4D Cardiac Reconstruction

Xueming Fu, Xin Li, Lixia Han, Ao Shen 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 2026U Science and Technology of Chin Instruction tuning

Memory-Efficient Federated Fine-Tuning of LLMs via Block-wise Progressive Training

Qianyue Cao, Zongwei Zhu, Boyu Li, Yi Xiong 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 Science and Technology of Chin 3D vision & reconstruction

Geometry-Guided Semantic Reconstruction for 3D Instance Segmentation

Yuanhao Su, Shaofeng Zhang

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

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NeurIPS 2026Fudan U Science and Technology of Chin Nanjing Alibaba Group RL for LLMs

DiffCap-RL: Differential QA Rewards for Dense Image and Video Captioning

Kaixun Jiang, Zhihang Liu, Jiyuan Fu, Yuzheng Wang 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 2026Nanchang U Science and Technology of Chin Lancaster Medical LLMs

Look Before You Leap: Self-Evolving Clinical Reasoning with Psychometric Preference Optimization for Radiology Report Generation

Qi Wang, Yunfeng Min, Liwei Huang, Zeyu 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 2026U Science and Technology of Chin Alibaba Group U Bristol Multimodal reasoning

Learning Where to Look: Observation Policy Optimization for Thinking with Images

Junfeng Wang, Jiawei Liu, Yongchao Xu, Tao Jiang 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 2026U Science and Technology of Chin Alibaba Group Northeastern Diffusion models

MaskSense: Confronting the Visual Exploration Trap in Masked Image Generation

Yawen Shao, Jie Xiao, Kai Zhu, Yu Liu 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 2026UCLA U Science and Technology of Chin Microsoft National University of Singapore LLM evaluation & benchmarks

Conditional Evaluation of Language Models with Cheap Auxiliary Signals

LACE estimates conditional LLM accuracy profiles using cheap auxiliary signals via local centering to achieve calibration-free, unbiased, locally optimal semi-supervised evaluation.

Zhi Zhang, Lingfeng Lyu, Yue Kang, Doudou Zhou

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 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 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 2026U Chinese Academy of Science Meituan Center for Research on Intellige Institute of automation, Chinese U Science and Technology of Chin RL for LLMs

TGRL: Temperature-Grouped Reinforcement Learning for Efficient Exploration in LLMs

TGRL turns temperature-induced rollout diversity into an explicit RLVR training signal via reward contrast and Jensen-Shannon divergence, accelerating convergence up to 36% while improving math, code, and agent benchmarks.

Zihan Lin, Xiaohan Wang, Jie Cao, Jiajun Chai and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 8 on Hugging Face · Code ★ 3

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NeurIPS 2026Shanghai Jiaotong Tsinghua Hong Kong Polytechnic U Science and Technology of Chin Microsoft Robot manipulation

DeformGen: Dynamics-Based Topology Augmentation for Deformable Manipulation Policy Learning

DeformGen uses dynamics-based topological augmentation to generate diverse deformable object states and warp trajectories for improved manipulation policy learning.

Zili Lin, Wenyao Zhang, Yuyang Zhang, Zekun Qi and 8 more

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

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NeurIPS 2026Fudan Shanghai Jiaotong U Science and Technology of Chin Huazhong University of Science a Shanghai Artificial Intelligence Agent memory

Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory

SkeMex improves medical agents via self-evolving skill memory that distills reusable procedural knowledge, governs retention by utility, and outperforms memory-based agents across clinical tasks.

Haoran Sun, Wenjie Li, Yujie Zhang, Zekai Lin and 7 more

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

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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 2026Nanyang Technological U Science and Technology of Chin SUN YAT-SEN UNIVERSITY Retrieval-augmented generation

InduceKV: Fixed-Footprint Continual Adaptation of Multimodal LLMs via Inducing KV Memories

InduceKV stores attention-ready KV memory entries with fixed memory budgets to adapt multimodal LLMs continually, outperforming PEFT, replay, and prompt-retrieval baselines.

Qianyu Chen, Ziteng Feng, Canran Xiao, Runxuan Tang

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

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NeurIPS 2026Wuhan Alibaba Group U Science and Technology of Chin Mohamed bin Zayed University of Southeast Multimodal reasoning

DocScope: Benchmarking Verifiable Reasoning for Trustworthy Long-Document Understanding

DocScope benchmarks verifiable long-document reasoning via structured trajectory evaluation, finding correct answers rarely include complete evidence chains and region grounding remains weakest.

Xiang Feng, Jiawei Zhou, Zhangfeng Huang, Kewei Wang 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 2026U Science and Technology of Chin ByteDance Inc.Google Vision-language models

PhysVista: Benchmarking Physical Intelligence in VLMs via a Perception-Reasoning-Assessment Loop

PhysVista benchmarks physical intelligence in vision-language models via a perception-reasoning-assessment loop, exposing major gaps in physical reasoning and plausibility assessment.

Xinge Peng, Yiting Lu, tianwu zhi, Wen Wen and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 35 on Hugging Face

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NeurIPS 2026The Hong Kong University of Scie U Science and Technology of Chin Hong Kong University of Science The Chinese University of Hong K Vision-language models

Direct Product Flow Matching: Decoupling Radial and Angular Dynamics for Few-Shot Adaptation

Direct product flow matching decouples radial and angular dynamics via constant-speed geodesic transport and hidden-state conditioning for state-of-the-art few-shot vision-language adaptation.

Hongxu Chen, Yanghao Wang, Bowei Zhu, Hongxiang 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 2026U Science and Technology of Chin RL for LLMs

REFLEX: Reflective Evolution from LLM Experience

REFLEX decouples visual diagnosis from code generation in evolutionary policy search via a Critic-Actor architecture with persistent Skill Memory, solving tasks in under 10 LLM calls with strong sample efficiency.

Pan Wang

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

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NeurIPS 2026East China Normal Fudan Shanghai Jiaotong U Science and Technology of Chin Ant Group RL for LLMs

DiPO: Disentangled Perplexity Policy Optimization for Fine-grained Exploration-Exploitation Trade-Off

DiPO disentangles perplexity into exploration and exploitation subspaces to enable fine-grained trade-offs, improving LLM reasoning and function calling via stable perplexity-guided policy optimization.

Xiaofan Li, Ming Yang, Zhiyuan Ma, Shichao Ma and 8 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 13 on Hugging Face

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NeurIPS 2026Shanghai Jiao Tong Xiaohongshu, Inc.Ant Group Shanghai Jiaotong U Science and Technology of Chin LLM pretraining & scaling laws

xHC: Expanded Hyper-Connections

xHC expands Transformer hyper-connections beyond four streams via sparse updates and temporal augmentation, improving scaling efficiency. It boosts 18B MoE downstream scores by 4.0 points over mHC with lower compute and reduced memory traffic via xHC-Flash.

Xiangdong Zhang, Xiaohan Qin, Tuo Dai, Xiaoming Shi and 7 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 54 on Hugging Face · Code ★ 68

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NeurIPS 2026U Science and Technology of Chin Wuhan JD Explore Academy RL for LLMs

Not Only Where, But When: Temporal Scheduling for RLVR

Scheduling credit allocation criteria over RLVR training improves stability and efficiency by prioritizing targeted tokens before gradually attenuating to general optimization.

Jinghao Zhang, Ruilin Li, Feng Zhao, Jiaqi Wang

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 3 on Hugging Face · Code ★ 1

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NeurIPS 2026U Science and Technology of Chin Kuaishou- 快手科技 Kuaishou Applied Research Center, Tencent Kuaishou Technology RL for LLMs

Think, then Score: Decoupled Reasoning and Scoring for Video Reward Modeling

DeScore decouples chain-of-thought reasoning from scoring in video reward models to improve generalization and training stability. Its think-then-score design uses explicit reasoning followed by a dedicated regression head, optimized via cold-start and dual-objective reinforcement learning.

Yuan Wang, Ouxiang Li, Yulong Xu, Borui Liao and 7 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 2026U Science and Technology of Chin Vision-language models

Allocentric Perceiver: Disentangling Allocentric Reasoning from Egocentric Visual Priors via Frame Instantiation

Allocentric Perceiver recovers 3D geometry and transforms it into query-aligned target frames to offload mental rotation from VLMs, boosting allocentric spatial reasoning by ~10% without training.

Hengyi Wang, RuiQiang Zhang, Chang Liu, Guanjie Wang and 3 more

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

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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 2026U Science and Technology of Chin Anhui Representation & contrastive learning

LongSpike: Fractional Order Spiking State Space Models for Efficient Long Sequence Learning

LongSpike proposes fractional-order spiking state-space models that integrate long-memory kernels into spiking neural networks, outperforming state-of-the-art SNNs on long-sequence benchmarks while preserving sparse computation.

Xinrui He, Qiyu Kang, Xuhao Li, Zheng-Jun Zha

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

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NeurIPS 2026Independent Gradient Network U Science and Technology of Chin Tsinghua University, Tsinghua U Edinburgh, University of Edinb RL for LLMs

ECHO-2: A Large-Scale Distributed Rollout Framework for Cost-Efficient Reinforcement Learning

ECHO-2 is a distributed RL framework that overlaps rollout generation, dissemination, and training with bounded policy staleness to improve cost efficiency while preserving rewards.

Jingwei Song, Meng Chen, Jie Xiao, Qingnan Ren and 14 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 13 on Hugging Face

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NeurIPS 2026Nanyang Technological Tencent AI Lab Tencent Beijing University of Posts and Alibaba Group Video generation

FaithfulFaces: Pose-Faithful Facial Identity Preservation for Text-to-Video Generation

FaithfulFaces improves identity-preserving video generation via pose-shared identity alignment and achieves state-of-the-art consistency across pose changes and occlusions.

Yuanzhi Wang, Xuhua Ren, Jiaxiang Cheng, bing ma and 6 more

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

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NeurIPS 2026Hefei Institutes of Physical Sci U Science and Technology of Chin Image recognition

Q-Probe: Scaling Image Quality Assessment to High Resolution via Context-Aware Agentic Probing

Q-Probe scales image quality assessment to high resolution via context-aware agentic probing, achieving state-of-the-art performance without cropping-induced biases.

Xiang Li, Xueheng Li, Yu Wang, Xuanhua He 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 2026State Key Laboratory of Processo Nanjing U Science and Technology of Chin Institute of Computing Technolog Megvii Technology Inc.Vision-language-action models

Realtime-VLA FLASH: Speculative Inference Framework for Diffusion-based VLAs

Realtime-VLA FLASH uses a draft model and parallel verification to replace most full diffusion-based VLA inference rounds with faster speculative ones, cutting average latency 3.04x to 19.1 ms.

Jiahui Niu, Kefan Gu, Yucheng Zhao, shengwen Liang and 4 more

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

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NeurIPS 2026U Science and Technology of Chin USTC Shanghai Artificial Intelligence JD.com Department of Electronic Enginee Physics-informed ML & PDEs

AOT-POT: Adaptive Operator Transformation for Large-Scale PDE Pre-training

AOT-POT adaptively transforms diverse PDE solution operators into simpler aligned forms via multi-stream aggregation and Sinkhorn mixing, achieving state-of-the-art pre-training accuracy with minimal parameters.

Qitan Lv, Hong Wang, Hao Zhongkai, Wen Wu 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 2026Zhongguancun Academy U Science and Technology of Chin Medical imaging

SliceWorld: A Predictive and Controllable World-State Model for CT Report Generation

SliceWorld is a predictive CT world-state model that encodes slice sequences into factor-aware latent states for multi-step future prediction, lesion intervention, and report generation, improving generation and clinical evaluation metrics.

Yuanhe Tian, Yan Song

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

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NeurIPS 2026U Washington Microsoft Research UT Austin Duke The Hong Kong University of Scie Multi-agent LLM systems

Population-Aligned Persona Generation for LLM-based Social Simulation

A framework generates population-aligned personas from social media via quality filtering, importance sampling, and task-specific adaptation, reducing bias in LLM social simulations.

Zhengyu Hu, Jianxun Lian, Zheyuan Xiao, Max Xiong and 9 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 Jiaotong U Science and Technology of Chin ByteDance Inc.Eastern Institute of Technology,Text-to-image

Generation Navigator: A State-Aware Agentic Framework for Image Generation

Generation Navigator is a state-aware multi-turn text-to-image agent that learns to steer generation via trajectory-level reinforcement learning, achieving a 0.90 WISE score and 79.06% reasoning accuracy.

Jinming Liu, Ruoyu Feng, Yuqi Wang, Wenjun Zeng 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 2026Xiamen U Science and Technology of Chin Fuzhou Institute of Artificial Intellig Xiamen University, China Test-time compute

Efficiently Aligning Draft Models via Parameter- and Data-Efficient Adaptation

EDA adapts draft models to fine-tuned LLMs via lightweight private components, regenerated training data, and selective sampling, restoring speculative decoding performance at much lower cost than full retraining.

Luxi Lin, Zhihang Lin, Zhanpeng Zeng, Yuhao Chen and 3 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026U New South Wales U Adelaide Yonsei UNSW Sydney U Science and Technology of Chin Recommender systems

TRACE: Tourism Recommendation with Accountable Citation Evidence

TRACE introduces tourism dialogues pairing multi-turn recommendations with review citations and rejection turns to expose the Three-Competency Gap across accuracy, grounding, and recovery.

Zixu Zhao, SIJIN WANG, Yu Hou, YUANYUAN XU 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 2026Kyoto The University of Tokyo Hong Kong Polytechnic Hohai U Science and Technology of Chin Vision-language models

JMed48k: A Multi-Profession Japanese Medical Licensing Benchmark for Vision-Language Model Evaluation

JMed48k introduces a Japanese medical licensing benchmark with 48,862 questions showing proprietary vision-language models gain substantially from images while medical-specific systems ignore visual evidence.

Yue Xun, Junyu Liu, Qian Niu, Xinyi Wang and 9 more

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

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NeurIPS 2026Beijing Academy of Artificial In Beijing Anzhen Hospital， Capital Beihang U Science and Technology of Chin BAAI Vision-language models

CardioLens: Revealing the Clinical Reality Gap of MLLMs via Multi-Sequence Cardiac MRI Evaluations

CardioLens evaluates MLLMs on multi-sequence cardiac MRI, revealing poor clinical workflow performance and category-collapse failures despite reasoning prompts and slice selection.

Zixian Su, Hongkai Zhang, Fan Gao, Encheng Su and 11 more

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 Vision-language models

The Alignment Illusion in Multimodal Large Language Models

Standard similarity metrics show an alignment illusion in MLLMs because shared language-model pathways create weight-induced visual-text similarity; the proposed PA gap better tracks actual visual content integration via multi-directional structure.

Hong-Han Wang, Yuntao Wang, Hu Ding

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · 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 2026SUN YAT-SEN UNIVERSITY Alibaba Alibaba Group Meituan U Science and Technology of Chin Web & GUI agents

Code2World: A GUI World Model via Renderable Code Generation

Code2World uses renderable code generation for GUI world modeling, achieving top next-UI prediction and boosting Android navigation success by up to 9.5%.

Yuhao Zheng, Li&#x27;an Zhong, Yi Wang, Rui Dai and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 186 on Hugging Face · Code ★ 313

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NeurIPS 2026Beijing Normal U Science and Technology of Chin A*STAR Microsoft Research Beijing Zhongguancun Academy Privacy

GUIGuard-Bench: Toward a General Evaluation for Privacy-Preserving GUI Agents

GUIGuard-Bench introduces trajectory-based GUI privacy annotations across 241 agent workflows to evaluate privacy recognition, planning fidelity, and protection utility, revealing fine-grained localization and risk assessment as critical bottlenecks.

Yanxi Wang, Zhiling Zhang, Wenbo Zhou, Weiming Zhang and 5 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 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 2026U Science and Technology of Chin Unisound unisound Institute of automation, Chinese Vision-language models

BayesRAG: Probabilistic Mutual Evidence Corroboration for Multimodal Retrieval-Augmented Generation

BayesRAG applies Bayesian inference and Dempster-Shafer theory to fuse multimodal retrieval evidence, improving retrieval confidence via cross-modal mutual corroboration. It significantly outperforms state-of-the-art methods on challenging multimodal benchmarks.

Xuan Li, Yining Wang, Haocai Luo, Shengping Liu and 5 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · Code ★ 6

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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 2026U Science and Technology of Chin U Science and Technology of Chin Automated scientific discovery

Interpretable Relational Inference with LLM-Guided Symbolic Dynamics Modeling

COSINE jointly infers interaction graphs and sparse symbolic dynamics via LLM-guided adaptive libraries, recovering interpretable structures and compact equations in synthetic and epidemic data.

Xiaoxiao Liang, Juyuan Zhang, Liming Pan, Linyuan Lü

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

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NeurIPS 2026U Science and Technology of Chin Meta AI Meta Purdue Facebook RL for LLMs

Objective Shaping with Hard Negatives: Windowed Partial AUC Optimization for RL-based LLM Recommenders

GRPO for LLM recommenders maximizes AUC but beam-search negatives reshape objectives toward partial AUC; proposed WPAUC with TAWin optimization improves top-K alignment and achieves state-of-the-art results.

Wentao Shi, Qifan Wang, Chen Chen, Fei Liu and 6 more

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

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NeurIPS 2026U Science and Technology of Chin Zhejiang Qwen Shanghai Artificial Intelligence Efficient inference & serving

TALON: Confidence-Aware Speculative Decoding with Adaptive Token Trees

TALON is a training-free adaptive tree expansion framework for speculative decoding that allocates draft token budgets across layers to construct context-dependent deep-and-narrow or shallow-and-wide trees, achieving up to 5.16x speedup over autoregressive decoding.

Tianyu Liu, Qitan Lv, Yuhao Shen, Jun Zhang 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 2026National University of Singapore Tsinghua University, Tsinghua U Science and Technology of Chin Tsinghua Multimodal reasoning

UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs

UniVLR unifies text and visual reasoning into a shared visual workspace, using compressed visual latent tokens to outperform prior methods with fewer reasoning tokens.

Houcheng Jiang, Jiajun Fu, Junfeng Fang, Chen Gao 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 2026Fudan Shanghai Jiaotong U Science and Technology of Chin Shanghai Jiao Tong U California, Berkeley 3D vision & reconstruction

Resolving Representation Ambiguity in Feedforward Novel View Synthesis Transformer via Semantic-Spatial Decoupling

Feedforward NVS transformers decouple semantic and spatial tokens to eliminate spatial bias in appearance representation, improving rendering fidelity with negligible inference overhead.

Yihang Wu, Yihang Sun, Shaofeng Zhang, Zuxuan Wu and 3 more

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

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NeurIPS 2026U Science and Technology of Chin U the Chinese Academy of Science City University of Hong Kong Tsinghua Zhejiang Embodied agents

MineEvolve: Self-Evolution with Accumulated Knowledge for Long-Horizon Embodied Minecraft Agents

MineEvolve converts Minecraft execution feedback into structured skills and remedies via Monitor, Inducer, Curator, and Adaptor, improving long-horizon agent performance across planners.

Zhengwei Xie, Zhisheng Chen, Ziyan Weng, Jinhan Li and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 6 on Hugging Face · Code ★ 13

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NeurIPS 2026U Science and Technology of Chin Kuaishou- 快手科技 National University of Singapore Applied Research Center, Tencent Kuaishou Technology Controllable generation

UniCustom: Unified Visual Conditioning for Multi-reference Image Generation

UniCustom fuses visual-semantic and appearance features before VLM encoding to eliminate cross-reference confusion in multi-reference image generation. Experiments show improved subject consistency, instruction following, and compositional fidelity over baselines.

Yiyan Xu, Qiulin Wang, Wenjie Wang, Yunyao Mao 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 2026Shanghai Jiao Tong University, S Shanghai Artificial Intelligence U Science and Technology of Chin Renmin University of China National University of Singapore Tool use & function calling

To Call or Not to Call: Diagnosing Intrinsic Over-Calling Bias in LLM Agents

LLM agents suffer intrinsic over-calling bias from an activation-independent call offset, which sparse autoencoders diagnose and steering corrects to improve accuracy.

Wei Shi, Ziheng Peng, Sihang Li, Xiting Wang 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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