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arXivU Science and Technology of Chin Shanghai Innovation Institute Fudan Shanghai Artificial Intelligence LLM agents & planning

GraphForge: Training Working Agents with Graph-Anchored Workspace Synthesis

GraphForge synthesizes workspace tasks and verifiers over real file evidence graphs to train working agents, and fine-tuning Qwen3.6-27B improves GDPVal, Workspace-Bench-Lite, and SpreadsheetBench II results.

Qisheng Su, Hanchen Wang, 朱冠儒, Huicheng Jiang and 8 more

Published Sep 30, 2026 · 0 citations · ▲ 146 on Hugging Face

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arXivShanghai Jiao Tong Fudan Shanghai Innovation Institute Northeastern LLM reasoning & chain of thought

Does Learning Protein Folding Generalize to Broader Reasoning?

Post-training on protein-folding data via discrete answers and continuous geometry improves structure prediction and broad reasoning across ten benchmarks.

Yong Liu, Zhanpeng Shi, Yizhou Dang, Zhongyue Zhang and 3 more

Published Sep 30, 2026 · 0 citations · ▲ 120 on Hugging Face · Code ★ 28

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arXivEast China Normal Shanghai Innovation Institute Fudan Renmin University of China Tool use & function calling

WEFT: Scaling Tool-Use Post-Training for General-Purpose Agents

WEFT evolves whole agentic interaction systems for tool-use post-training, outperforming environment-scaling baselines by up to 12.27 points across benchmarks.

Bo Mao, Hang He, Linting Wang, Lizhi Lin and 16 more

Published Sep 29, 2026 · 0 citations · ▲ 19 on Hugging Face

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arXivFudan U California, Los Angeles Long-context modeling

Multilinguality in Hybrid Attention LLMs

Hybrid attention LLMs develop cross-lingual alignment tied to recurrent and full-attention layer ordering, with a spike at the first full-attention layer; distillation shows starting with full attention learns up to 2.5× faster.

Lucas Bandarkar, Junlin Hu, Chenyuan Yang, Mohsen Fayyaz and 1 more

Published Sep 28, 2026 · 0 citations · ▲ 2 on Hugging Face

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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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arXivFudan Shanghai Artificial Intelligence Jailbreaks & red teaming

OpenART: Scaling Agent Red Teaming via Open-Ended Environment Evolution

OpenART scales agent red teaming via open-ended environment evolution across 10,000 stateful scenarios, with EMHA achieving 85% attack success that grows with complexity.

Yunhao Chen, Xin Wang, Yixu Wang, Yi Liu and 5 more

Published Aug 1, 2026 · 0 citations · ▲ 266 on Hugging Face · Code ★ 231

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arXivShanghai Jiao Tong Tongji Fudan LLM agents & planning

SkillOpt: Executive Strategy for Self-Evolving Agent Skills

SkillOpt treats agent skills as external state optimized via bounded text edits validated on held-out scores, improving accuracy up to 24.8 points with stable transfer.

Yifan Yang, Ziyang Gong, Weiquan Huang, Qihao Yang and 11 more

Published May 22, 2026 · 2 citations · ▲ 267 on Hugging Face · Code ★ 18,090

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arXivFudan Shanghai Innovation Institute Central South Tsinghua RL for LLMs

AI Can Learn Scientific Taste

RLCF trains AI to judge and propose high-impact research ideas via community feedback, showing learned scientific taste generalizes across fields and time.

Jingqi Tong, Mingzhe Li, Hangcheng Li, Yongzhuo Yang and 19 more

Published Mar 15, 2026 · 0 citations · ▲ 316 on Hugging Face · Code ★ 433

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arXivFudan Washington University in St. Lou Xiaohongshu LLM evaluation & benchmarks

Benchmark^2: Systematic Evaluation of LLM Benchmarks

Benchmark² evaluates LLM benchmarks via ranking consistency, discriminability, and capability alignment deviation, revealing quality variations and enabling smaller effective test sets.

Qi Qian, Chengsong Huang, Jingwen Xu, Changze Lv and 12 more

Published Jan 7, 2026 · 0 citations · ▲ 34 on Hugging Face

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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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70%Highly rated

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Fudan Information extraction

Revisiting the Negative Data of Distantly Supervised Relation Extraction

Distantly supervised relation extraction treats unlabeled data as negative, but analysis reveals hidden positives and noisy labels cause false negatives. Cleaning negative data improves model training and extraction performance significantly.

Chenhao Xie, Jiaqing Liang, Jingping Liu, Chengsong Huang and 2 more

Published 2021 · 24 citations

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NeurIPS 2026Fudan Nanyang Technological Software engineering agents

Agents as Neuro-Symbolic Reasoners: Path Feasibility Reasoning for Precise Static Bug Detection

Xueying Du, Kai Yu, Chong Wang, Yi Zou 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 2026Fudan Genomics & single-cell

Causally Structured Differential Network Modeling for Single-Cell Perturbation Prediction

Jiayi Dong, Xinyue Gu, Fei Wang

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

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NeurIPS 2026Shanghai Jiao Tong Fudan U Michigan - Ann Arbor MMLab@CUHK Shanghai Jiaotong RL for LLMs

Self-Calibrated GUI Reward Model via Inverse Dynamic Modeling

Zeyi Sun, Shengyuan Ding, Xingpeng Xia, Jinsong Li and 3 more

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

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NeurIPS 2026Fudan NVIDIA UC Berkeley, University of Calif RL for LLMs

Large Discrete Policy: Advancing Explicit Behavior Modeling with Stochastic Iterative Scoring

Zhenxin Li, Nadine Chang, Xinglong Sun, Jingde Chen 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 2026Fudan Microsoft Research Asia Huya Inc MSRA Video generation

StableAvatar: Ultra-Long Audio-Driven Avatar Video Generation

Shuyuan Tu, Yueming Pan, Yinming Huang, Xintong Han 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 2026Nanyang Technological Fudan The Hong Kong University of Scie Efficient & distributed training

Advanced Routing as Regularization Allocation for Efficient Diffusion Transformer Training

Qin MA, XIAOQI SUN, bo li, Yuquan Zhou 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 2026Fudan Fudan University, Tsinghua Graph neural networks

Fast Algorithms for the Label Propagation Operator on Signed Graphs

Yubo Sun, Zhongzhi Zhang

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

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NeurIPS 2026Lanzhou Lingang Laboratory Shanghai Jiao Tong ShanghaiTech Fudan Molecules & drug discovery

Full-Atom Cyclic Peptide Design via Test-Time Scaled Autoregressive Flow Matching

Yunpeng Wang, Zhonghui Gu, Runze Ma, Jie Yang and 5 more

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

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NeurIPS 2026Zhejiang University / Westlake U Westlake Imperial College London Fudan U Surrey 3D generation

FogGS: Physics-Grounded 3D Foggy Effects

Jiaxin LI, Tailin Wu, Jiankang Deng, Li Zhang and 1 more

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 Hong Kong Shanghai Jiaotong Xi'an Jiaotong Nankai Vision-language models

MedVTok: A General-Purpose Medical Visual Tokenizer

Chenglong Ma, Yuanfeng Ji, Junzhi Ning, Jiyao Liu and 17 more

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

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NeurIPS 2026Fudan Indiana University, School of Me Oregon Health Sciences Shanghai University of Finance a Bayesian & probabilistic methods

Efficient Variational Inference for Log-Gaussian Cox Processes via Voronoi Tessellation

Yanshuo Liu, Jiaheng Qu, Sha Cao, Chi Zhang 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 2026fudan university Hong Kong University of Science Fudan Li Auto Inc.Imperial College London Navigation & SLAM

STEER: Route-Aware Adaptive Reasoning for Autonomous Driving

yangang Zou, Pei Liu, Nan Song, Bozhou 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 2026The Hong Kong University of Scie Tencent Peking Tencent AI Infra Fudan LLM pretraining & scaling laws

PipeFSDP: Efficient Pipeline Parallel under Fully Sharded Data Parallel for Large Language Model Training

Xinglin Pan, Mingji Han, Penghao Zhao, Lin Zheng and 4 more

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

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NeurIPS 2026Fudan Fudan Univerisity Jailbreaks & red teaming

TraceGuard: Defending Multi-Turn Jailbreak Attacks via Prompt-Response Risk Signal Tracking

Hongyi Li, Yufei Wang, Chengxuan Zhou, Qinlin Xie 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 2026China University of Petroleum Shenzhen University of Advanced China University of Petroleum China University of Petroleum China University of Petroleum 3D generation

Spatially Feasible 3D Indoor Scene Generation via Interaction-Oriented Human Proxy

Xinyuan Chen, Mingwen Shao, Qiao Zhang, Qinglin Zhan and 7 more

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

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

Not All Tokens Should Be Treated Equally: Context Credits Reassignment

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

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

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NeurIPS 2026Fudan Tencent WeChat AI OCR & documents

Real In, Real Out: What If We Only Use Real Data for Scene Text Editing?

Xingsong Ye, Yongkun Du, Jiaxin Zhang, Chong Sun 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 2026Fudan Computational neuroscience

Morpho-Temporal Decoupling: How Primate Neurons Expand Dendrites Without Losing Speed

Jiawei Zhang, Haoyu Wang, Jialun Ma, Wei Dai 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 2026Beijing University of Aeronautic Fudan Zhejiang Institute of Computing Technolog Kuaishou- 快手科技 VQA & captioning

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

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

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

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NeurIPS 2026Fudan U California, Berkeley 3D vision & reconstruction

Attention Itself Could Retrieve. RetrieveVGGT: Training-Free Long Context Streaming 3D Reconstruction via Query-Key Similarity Retrieval

Zichen Zou, Xiaosong Jia, Zuxuan Wu, Yu-Gang Jiang

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

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NeurIPS 2026Fudan Soochow Huazhong University of Science a Harbin Institute of Technology, East China Normal Vision-language models

MMLongCite: A Benchmark for Evaluating Faithfulness of Long-Context Vision-Language Models

Keyan Zhou, Zecheng Tang, Lingfeng Ming, Qiguang Chen 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 2026Pokemon Shanghai Fudan Columbia Shanghai Artificial Intelligence The Chinese University of Hong K Vision-language models

From Perception to Punchline: Empowering VLM with the Art of In-the-wild Memes

Xueyan Li, Yingyi Xue, Mengjie Jiang, Qingzi Zhu 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 2026South China Normal Amazon Fudan East China Normal LLM evaluation & benchmarks

BayesJudge: Uncertainty-Aware Bayesian Meta-Evaluation of Human and LLM Judgments

Jiahao Zhang, Pengbin Feng, Chunlei Meng, Hang He 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 2026Fudan Fudan University, Tsinghua Finance & economics

Normalized Friedkin–Johnsen Opinion Dynamics

Runze Zhang, Gengyu Wang, Zhongzhi Zhang

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

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NeurIPS 2026U California, Berkeley Fudan COWAROBOT South China Shanghai Jiao Tong Diffusion models

Do We Really Need Diffusion for Generative Object Detection? A Minimal Prototype Perspective

Yu Hong, Xiaosong Jia, Yihan Wang, Wenlong Liao 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 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 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 2026Fudan Shanghai Academy of Artificial I Spatio-temporal forecasting

AirMPA: A Meteorology-to-Pollution Adapter for Global Air Quality Forecasting

Yiheng Wang, kai zheng, Yuetan Lin, Fanglu Fan 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 2026Fudan Tsinghua & Sharpa ETH Zurich Shanghai Jiao Tong Robot manipulation

DexOPE: 6D Object Pose Estimation in Dexterous Manipulation

Ke Wu, Zhiwei Yang, Xiangting Meng, Zicheng Zhang 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 2026Fudan Westlake Li Auto Flow matching

High-Fidelity Boltzmann Samplingvia Physical Prior Lifted Continuous GFlowNets

Xizhi Tian, Wenhao Deng, Haojia Hui, Hang 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 2026Shanghai Jiaotong Shanghai Jiao Tong U Hong Kong Fudan Hong Kong Polytechnic LLM pretraining & scaling laws

SAGE: Semantically Disentangled Representation Learning through Latent Geometry Constraint and Large Language Model

Qiuyu Chen, Liang Xu, Yunnan Wang, Mingqi Yuan 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 2026Fudan Deakin Backdoors & data poisoning

ShadowFPT: Backdooring Federated Prompt Tuning via Shadow Triggers

Kun Zhai, Teng Li, Yunhao Feng, Xingjun Ma

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

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NeurIPS 2026UESTC Fudan Pontifícia Universidade Católica Indian Institute of Technology I Mechanistic interpretability

Where Reusable Computation Becomes Detectable: Solution-Frame Path Triage for Modular-Arithmetic Grokking

Ruian Lei, Ruoxi Jiang, Marley M Vellasco, M. Tanveer 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 2026The University of North Carolina U Illinois at Urbana-Champaign USTC UNC-Chapel Hill Shanghai Jiao Tong Agent benchmarks & environments

See, Read, Compare: Candidate-Aware Verification for Agent Test-Time Scaling

Xinyu Ye, Yongliang Wu, Xingyu Zhu, Peng Xia 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 2026Fudan Time series forecasting

SpikeSTAG: A Dendritic Compartmental Spiking Graph Network for Multivariate Time-Series Forecasting

Bang Hu, Changze Lv, Junyi Wang, mingjieli 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 2026Fudan Nankai Offline RL

Post-Selection-Safe Pessimistic Utilities for Offline Multi-Objective Reinforcement Learning

Mingxi Hu, Meiling Yu

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

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NeurIPS 2026U Electronic Science and Technol Tsinghua Fudan Representation & contrastive learning

SpikeSSL: A Universal Spike Inference Framework with Dynamics-Informed State-Space Layers

Chenghao Yue, Siming Xing, shuran liu, Angran Li 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 2026Fudan Shandong Lenovo Group Limited Technical University of Munich East China Normal 3D vision & reconstruction

Spherical Bayesian Experimental Design for Active View Selection in 3D Gaussian Splatting

Yan Song, Yunfei Guo, Guyeli Yang, Li He 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 2026Fudan Tsinghua Peking Baidu Zhejiang Alignment & preference optimization

The Illusion of Diversity: Aligning LLM Exploration via Effective Entropy

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

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

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NeurIPS 2026Xidian Fudan The Chinese University of Hong K Vision-language models

ConfDet: Learning Reliable Confidence for MLLM-based Detection

Xuanjie Mao, Peng Ye, Ziteng Ma, Lin Zhang and 5 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · 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 2026Fudan Fudan Universtity Huawei Technologies Ltd.Huawei Noah’s Ark Lab Spatio-temporal forecasting

Fast-Slow Evolutionary Occupancy Prediction via Controlled Dynamics

Runhe Yang, Zhiyuan Zhou, Yuxiang Yan, Xuetong Yang 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 2026Fudan Universtity Fudan 3D vision & reconstruction

ReFlex: Faithful Panorama Reconstruction from a Single Image with Reflections

Yikai Pan, Zhiyuan Zhou, Yuxiang Yan, Xuetong Yang and 2 more

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

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NeurIPS 2026Fudan Yale Domain adaptation

Class-Domain Incremental Learning with Extensible Multi-Center Modeling

Xuetong Yang, Yuxiang Yan, Zhiyuan Zhou, Xin Gao 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 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 2026Fudan Brunel University of London Instruction tuning

Mechanistic Insights into LoRA: Layer Sparsity for Adaptive Fine-Tuning via Path Patching

Fei Zuo, Yizhou Huang, Kezhi Wang

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

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NeurIPS 2026Fudan Image recognition

DARE: Dual-Level Adversarial Learning with Domain-Aware Regularization for Whole Slide Image Classification

Yuxuan Jiang, Haichuan Dong, Manning Wang

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 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 2026AntGroup Shanghai Academy of Artificial I Fudan Genomics & single-cell

Nüwa.RNA: An RNA Foundation Model for Unified Representation with Deep Structure Infusion

Kun Huang, Jiyang Li, Xin Guo, LIMEI HAN 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 2026Fudan Guangdong OPPO Mobile Telecommun Oppo AI center OPPO Guangdong Mobile Telecommun VQA & captioning

EVA-Cap: Optimizing Audiovisual Video Captioning via Event-Centric Alignment

Jiapeng Shi, Qiuxia Hou, Jiaqi Leng, Junke Wang 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 2026Southern University of Science a Shenzhen Fudan Southern Medical Shenzhen Poeple's Hospital Medical imaging

WsiSSM: A Weakly Supervised Subset-Matching Framework for Unified Classification and Segmentation of Histopathology Whole Slide Images

Guangjian Zeng, Siyuan Tao, Chengzhi Zhao, Xiaoqing Li 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 2026SpotlightCollege of Computer Science and Tencent Youtu Lab Tencent Canva U the Chinese Academy of Science Text-to-image

PixelPonder: Dynamic Patch Adaptation for Enhanced Multi-Conditional Text-to-Image Generation

Yanjie Pan, Qingdong He, Zhengkai Jiang, Pengcheng Xu and 8 more

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

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NeurIPS 2026Georgia Institute of Technology Tsinghua Fudan Tsinghua University, Tsinghua Representation & contrastive learning

Leveraging Dale’s Principle as an Inductive Bias in Recurrent Neural Networks

Jiyi Wang, Chenxiao Yang, Yujia Zhao, Jingzhao Zhang 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 2026Fudan Shanghai University of Finance a Activation steering

eSAM: Editing SAM3 Attention for Training-Free Referring Segmentation

Yaoting Wang, Yun Zhou, Hengrui Hu, Chang Liu 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 2026Fudan ByteDance Inc.Self-supervised vision

Seeing the World through Any Eyes

Yang Fu, Jianqin Wang, Xiangtai Li, Henghui Ding

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

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NeurIPS 2026复旦大学 Fudan Video-language models

VidHalluDoctor: Learning Video Differences to Mitigate Hallucinations in Vision-Language Models

紫云戴, Yang Fu, Henghui Ding

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

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NeurIPS 2026Fudan Shanghai University of Finance a Adversarial robustness

Attack-Inference Aligned Universal Adversarial Attacks on Video Object Segmentation

Ruiqi Shen, Chang Liu, Henghui Ding

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

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NeurIPS 2026Fudan U Goettingen Efficient inference & serving

Accelerating Long-Context LLM Prefill via Layer-wise Progressive Token Pruning in Local Deployment

Zhongxiang Wei, Zhaohan Wang, Zhixiong Zhang, Jin Zhao and 1 more

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

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NeurIPS 2026SpotlightShanghai Academy of Artificial I Kuaishou- 快手科技 Fudan Xiamen Molecules & drug discovery

GOLD: Geometric Optimized Latent Diffusion for Structure-Aware RNA Inverse Folding

Qi Si, Xuyang Liu, Penglei Wang, Shuo Su 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 2026Fudan Deep learning theory

A Theory of Spatial Continuous Attractors in Hopfield Energy Landscapes

Chong Li, Xiangyang Xue, Jianfeng Feng, Taiping Zeng

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 Innovation Institute Shanghai Artificial Intelligence Shanghai Mosi Intelligent Techno Shanghai Jiaotong RL for LLMs

IFDECORATOR: Wrapping Instruction Following Reinforcement Learning with Verifiable Rewards

Xu Guo, Tianyi Liang, Jian Tong, Xiaogui Yang 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 2026Northeastern Carnegie Mellon Microsoft Research Northeastern University, China Fudan RL for LLMs

What are Key Factors for Updates in RL for LLM Reasoning?

Peidong Wang, Demi Wang, Xufang Luo, Jiahang Xu 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 2026Fudan Time series forecasting

SDHilb: Schrödinger Dynamics-Guided Neural Network with Adaptive Multi-Scale Hilbert Transform for Time Series Forecasting

Caihua He, Weiyang Ding

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · 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 2026New York Chinese University of Hongkong Fudan AutoML & architecture search

A Unified Merge Calculus for Learning-Rate Scaling on Neural Computation Graphs

Haosong Zhang, Wu Shenxi, Zhiyuan Che, Xi Chen 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 2026Fudan East China Normal U Technology Sydney Southern University of Science a Shanghai University of Finance a Video-language models

VideoSleuth: A Narrative-Centric Agentic System with Video-Audio Native MLLM for Long-Form Video Understanding

Conglin Li, Yang Li, Qi Zhang, Guanhua Chen 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 2026KAIST Korea Advanced Institute of Scie IBM Research - China Fudan RL for LLMs

Rebellious Student: Reversing Teacher Signals for Reasoning Exploration with Self-Distilled RLVR

RLRT reverses teacher signals in self-distillation to reinforce student reasoning tokens on successful rollouts, substantially outperforming exploration baselines across Qwen3 models.

Jeonghye Kim, Jiwon Jeon, Dongsheng Li, Yuqing Yang

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 15 on Hugging Face

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74%Highly rated

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NeurIPS 2026Fudan Shanghai Jiao Tong Software engineering agents

Learning CLI Agents with Structured Action Credit under Selective Observation

A3 assigns CLI action credit via AST residuals and trajectory margins for RL, while σ-Reveal selects token-budgeted context, evaluated on ShellOps.

Haoyang Su, Ying Wen

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

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

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

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

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

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

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78%Highly rated

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NeurIPS 2026Fudan Shanghai Jiaotong nanjing university Peng Cheng Laboratory Shanghai Jiao Tong Agent memory

MemForest: Efficient Agent Memory Management via EventTree Partitioning and Progressive Merging

MemForest partitions agent memory into event trees and progressively merges redundant nodes to cut storage and retrieval costs while preserving nearly all performance.

JunXi Wang, Jiayi Zhu, Te Sun, Chen Zhang and 8 more

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

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NeurIPS 2026DeepWisdom South China University of Techno SUN YAT-SEN UNIVERSITY Fudan The Hong Kong University of Scie Agent benchmarks & environments

DiagEval: Trajectory-Conditioned Diagnosis for Reliable Software Evaluation with GUI Agents

DiagEval uses trajectory-conditioned diagnostic probes to disambiguate evaluator errors from software defects in GUI-agent evaluations, recovering over 45% of misattributed failures and improving accuracy substantially.

Sirui Hong, Liuzhijie, Tengfei Li, Wei Tao 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 2026Meituan Fudan Tongji HKUST Institute of automation, Chinese Web & GUI agents

EvoCUA: Evolving Computer Use Agents via Learning from Scalable Synthetic Experience

EvoCUA evolves computer-use agents via synthetic experience loops, achieving 56.7% success on OSWorld to set a new open-source state-of-the-art.

Taofeng Xue, Chong Peng, Mianqiu Huang, Linsen Guo and 11 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 92 on Hugging Face · Code ★ 352

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NeurIPS 2026School of Engineering and Applie Harvard MIT Fudan Massachusetts Institute of Techn Agent benchmarks & environments

AI GAMESTORE: Scalable, Open-Ended Evaluation of Machine General Intelligence with Human Games

AI GameStore proposes evaluating general intelligence via scalable synthesis of human games, finding frontier vision-language models score under 10% of human averages on most generated games.

Lance Ying, Ryan Truong, Prafull Sharma, Kaiya Zhao and 8 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 9 on Hugging Face

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NeurIPS 2026Graph origin Tohoku Fudan Alibaba Group Multimodal reasoning

Touch-R1: Reinforcing Touch Reasoning in MLLMs

Touch-R1 trains a tactile reasoning MLLM via GRPO with tactile-grounded rewards, outperforming Octopi-13B and GPT-4o by 18.4% and 24.7% on TouchReason-Bench.

Yingxin Lai, Yafei Zhou, Fucai Zhu, Siyu Zhu 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 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 2026XPeng Motors Southern University of Science a Fudan The Hong Kong Polytechnic Alibaba Group Agent benchmarks & environments

Done, But Not Sure: Disentangling World Completion from Self-Termination in Embodied Agents

VIGIL decouples world-state completion from terminal commitment in embodied agents, revealing that comparable execution yields up to 19.7 pp differences in correct episode termination.

Ying Chen, Lihuang Fang, Rui Jiang, Mingxu Wang 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 2026The University of Hong Kong Fudan Shanghai Jiao Tong Shanghai Jiaotong Tsinghua Robot manipulation

HandEdit: A Unified Benchmark for Egocentric Human-to-Robot Dexterous Hand Image Editing

HandEdit provides a 200M-instance benchmark and dataset for transforming egocentric human hands into diverse dexterous robot embodiments via image editing. It evaluates 11 baselines across hand-only and hand-arm tracks with embodiment-aware metrics.

Zhenjie Yang, Xingyu Jiao, Guopeng Zhong, Shuzhe Yang and 17 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 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 2026SpotlightNankai Monash Shanghai Jiaotong Fudan Shanghai Jiao Tong LLM evaluation & benchmarks

IndustryCode: A Benchmark for Industry Code Generation

IndustryCode is a multi-domain, multi-language benchmark of 579 industrial coding sub-problems; Claude 3.5 Opus reaches 68.1% sub-problem and 42.5% main-problem accuracy.

Puyu Zeng, Zhaoxi Wang, Zhixu Duan, Liang Feng and 7 more

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

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NeurIPS 2026SpotlightBeijing Institute of Technology Fudan Shanghai Artificial Intelligence beijing institute of technology Tsinghua Vision-language models

ProCLIP: Progressive Vision-Language Alignment via LLM-based Embedder

ProCLIP progressively aligns CLIP image encoders with LLM-based embedders via curriculum distillation and contrastive tuning to support long multilingual texts without disrupting pretrained vision-language alignment.

Xiaoxing Hu, Kaicheng Yang, Ziqi Ye, Ziyang Gong and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 11 on Hugging Face · Code ★ 27

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NeurIPS 2026Fudan Beijing University of Aeronautic Harbin Institute of Technology Shanghai AI Laboratory Shanghai Artificial Intelligence AI oversight & deception

Defense-as-Skill: Evolving Runtime Guard Skill for Skill-Augmented Agents

Defense-as-Skill implements runtime guard SkillSonar as an editable skill that checks actions against task boundaries, reducing attack success rates substantially across agents via evolved guard-skill optimization.

Xiaofang Yang, Ziqi Miao, Dianbo Sui, Jing Shao 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 2026Fudan Institute of automation, Chinese Shanghai Artificial Intelligence The Hong Kong Polytechnic UNSW, Sydney Jailbreaks & red teaming

SciHazard: A Benchmark for Measuring Scientific Safety Risks with Decomposed Harm Scoring

SciHazard benchmarks LLM scientific safety risks via decomposed harm scoring across 3,000 real-world grounded queries, finding deep research agents 32.3% more harmful than standard models.

Chunxiao Li, Yuan Xiong, Lijun Li, Tianyi Du and 3 more

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

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NeurIPS 2026Zhejiang Fudan JD Explore Academy Diffusion models

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

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

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

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

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NeurIPS 2026Zhejiang Fudan Image editing

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

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

Teng Zhou, Yunhao Chen

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

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NeurIPS 2026Fudan Vision-language models

DocPTBench: Benchmarking End-to-End Photographed Document Parsing and Translation

DocPTBench introduces 1,300 photographed documents for parsing and translation, showing MLLMs drop 18% parsing and 12% translation accuracy versus digital-born documents.

Yongkun Du, Pinxuan Chen, Xuye Ying, Zhineng Chen

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · Code ★ 18

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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 2026Fudan ETH Zurich / HKU Edith Cowan SUTD Federated learning

FedVSSAM: Mitigating Flatness Incompatibility in Sharpness-Aware Federated Learning

FedVSSAM fixes flatness incompatibility in federated sharpness-aware learning via variance-suppressed global directions to boost convergence and generalization.

Bingnan Xiao, Yuan Gao, Bingcong Li, Wei Ni 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 2026Fudan Tsinghua U Maryland U Maryland, College Park Autoregressive generation

IDEAL: In-DEpth ALignment Makes A Discrete Representation AutoEncoder

IDEAL aligns discrete visual tokens with shallow and deep vision features to preserve both semantics and fine details, achieving 0.61 rFID and 1.89 gFID.

Yitong Chen, Zijie Diao, Junke Wang, Lingyu Kong and 4 more

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

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NeurIPS 2026Beijing University of Posts and Alibaba Group Kuaishou Technology Kuaishou- 快手科技 Fudan Recommender systems

UxSID: Semantic-Aware User Interests Modeling for Ultra-Long Sequence

UxSID captures target-aware preferences via semantic-group shared interest memory and dual-level attention, achieving state-of-the-art results and 0.337% revenue lift.

Hongwei Zhang, qiqiang zhong, Jiangxia Cao, Junfeng Shu and 7 more

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

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