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Showing papers from Shanghai Jiao Tong University Show all papers

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arXivShanghai Jiao TongFudanShanghai Innovation InstituteNortheasternLLM 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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AI panel: 16 of 20 reviewers recommend it
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medium 9/10
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arXivShanghai Jiao TongTongjiFudanLLM 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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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 2/5
74%Highly rated
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arXivShanghai Jiao TongShanghai Innovation InstituteMulti-agent LLM systems

ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration

ARIS is an open-source autonomous research harness using cross-model adversarial collaboration to coordinate ML workflows and verify experimental claims.

Ruofeng Yang, Yongcan Li, Shuai Li

Published May 4, 2026 · 1 citation · ▲ 154 on Hugging Face · Code ★ 17,051

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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 4/10
strict 0/5
78%Highly rated
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arXivPekingScience FactoryShanghai Jiao TongLLM pretraining & scaling laws

DataFlex: A Unified Framework for Data-Centric Dynamic Training of Large Language Models

DataFlex unifies sample selection, mixture adjustment, and reweighting for LLMs via a modular LLaMA-Factory framework that improves MMLU and perplexity with faster runtimes.

Hao Liang, Zhengyang Zhao, Mingrui Chen, Meiyi Qiang and 21 more

Published Mar 27, 2026 · 0 citations · ▲ 279 on Hugging Face · Code ★ 2,958

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AI panel: 11 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 0/5
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arXivShanghai Jiao TongAlibaba GroupU Wisconsin–MadisonU Illinois Urbana-ChampaignMila - Quebec Artificial IntelliLLM pretraining & scaling laws

OPUS: Towards Efficient and Principled Data Selection in Large Language Model Pre-training in Every Iteration

OPUS defines optimizer-induced update-space data utility for dynamic LLM pre-training selection, outperforming full-scale baselines with minimal overhead.

Shaobo Wang, Xuan Ouyang, Tianyi Xu, Yuzheng Hu and 8 more

Published Feb 5, 2026 · 0 citations · ▲ 354 on Hugging Face

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AI panel: 16 of 20 reviewers recommend it
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medium 9/10
strict 2/5
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NeurIPS 2026Shanghai Jiao TongThe Chinese University of Hong KHarbin Institute of TechnologyShanghai Artificial IntelligenceTsinghuaMechanistic interpretability

CircuitSeer: Mining High-Quality Data by Probing Mathematical Reasoning Circuits in LLMs

Shaobo Wang, Yongliang Miao, YuanCheng Liu, Qianli Ma 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 2026Shanghai JiaotongTianjinAlibaba GroupAMAP, Alibaba GroupMeituanText-to-image

Breaking the Static: Dynamic Text Conditioning for Diverse Image Generation

Meng Yu, Ruidong Chen, qingfeng shi, Yingmao Miao 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 2026Harbin Institute of Technology, Harbin Institute of TechnologyCentral SouthShanghai Jiao TongEvolvent AILLM agents & planning

The Scaling Laws of Skills in LLM Agent Systems

Qiguang Chen, Qiming Yu, Yuhang Gu, Zhuoye Huang and 11 more

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

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NeurIPS 2026Shanghai Jiao TongFudanU Michigan - Ann ArborMMLab@CUHKShanghai JiaotongRL 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 2026Shanghai Jiao TongNortheasternVietnam Academy of Science and TNational University of SingaporeTraining dynamics

Two-Clustering Regime of Token Dynamics in Causal Attention

Trinh Nguyen, Duy-Tung Pham, Hoang-Son Do, Tan Nguyen 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 2026Shanghai JiaotongShanghai Jiaotong University, ShU California, BerkeleyU Science and Technology of ChinCOWAROBOTNavigation & 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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medium 0/10
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NeurIPS 2026NortheasternU MunichShanghai Jiao TongNortheastern University, ChinaCenter for Information and LanguUnified multimodal models

DiM$^3$: Bridging Multilingual and Multimodal Models via Direction- and Magnitude-Aware Merging

Zijing Wang, Mingyang Wang, Ercong Nie, Yongkang Liu 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 2026Shanghai Jiao TongRL for LLMs

Never Stop Learning: Test-Time Reinforcement Learning for Vision-Language-Action Models

Xinying Yi, Jingjing Jiang, Chao Ma

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

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medium 0/10
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67%Highly rated
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NeurIPS 2026LanzhouLingang LaboratoryShanghai Jiao TongShanghaiTechFudanMolecules & 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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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
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strict 0/5
57%Worth a look
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NeurIPS 2026Shanghai Jiao TongNational University of SingaporeShanghai JiaotongEast China NormalShanghai Institute of Aerospace Software engineering agents

Enhancing Agentic Code Localization with Traceability Recovered from Repository Evolution

Yiming Liu, Binhang Qi, Weiyu Kong, Jiawei Liu 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 2026Shanghai Jiaotong吉林大学Shanghai Jiao TongImage editing

Stroke-Audited Quadratic Bezier Splatting with Structural Initialization for Efficient Painting Rendering

Jinfan Liu, Xuhan Zhan, Mengqin Zhao, Guangyi Deng 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 2026Shanghai JiaotongDepartment of Computer Science aShanghai Jiao TongU Science and Technology of ChinXiamen universityVideo 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

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NeurIPS 2026Beijing University of AeronauticAlibaba GroupShanghai Jiao TongHuawei Technologies Ltd.Beihang University, TsinghuaLLM evaluation & benchmarks

VeriScope: Measuring Verification-Ready Verilog Artifacts

Wei Zhang, Jian Yang, jiajun wu, Junhang Cheng 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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67%Highly rated
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NeurIPS 2026Shanghai JiaotongShanghai Jiao TongVideo generation

PhysEval: Quantifying the Gap Between Video Generation and World Physical Laws

Hongchu Zeng, Sijing Wu, Yanhan Zhou, Yunhao Li and 4 more

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

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AI panel: 2 of 20 reviewers recommend it
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67%Highly rated
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NeurIPS 2026Shanghai JiaotongShanghai Jiao TongShanghai University of Finance aStandordMixture of experts

MoE-SpAc: Efficient MoE Inference Based on Speculative Activation Utility in Heterogeneous Edge Scenario

Shuhuai Li, Jianghao Lin, DongDong Ge, Yinyu Ye

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

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AI panel: 2 of 20 reviewers recommend it
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