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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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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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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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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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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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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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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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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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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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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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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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NeurIPS 2026Shanghai Jiao TongShanghai JiaotongXiamenNavigation & SLAM

Compositional Training-Free Diffusion Planning for Long-Horizon Multiple Reach-Avoid Tasks

Yu Chen, Ruijia Liu, Xiao Yu, Xiang Yin

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

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NeurIPS 2026Shanghai JiaotongShanghai Jiao Tong3D vision & reconstruction

CompactSplat: Spatially Adaptive Gaussian Distribution for Feedforward Scene Reconstruction

Bing He, Jingnan Gao, Yunuo Chen, Zhengxue Cheng 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 2026TsinghuaeinsiaShanghai Jiao TongThe Hong Kong University of ScieNanjingSoftware engineering agents

Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering with Generative Optimization

Dapeng Jiang, Yizhe Chi, Kaisen Yang, Tianwei Luo and 18 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 JiaotongShanghai Jiao TongCardiffControllable generation

ControlSVG: Exploring Controllable SVG Generation with Autoregressive Models

Qirui Li, Teng Hu, Ran Yi, Paul L Rosin 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 2026TongjiShanghai Jiao TongNVIDIAExploration

Value-Priced Uncertainty: A Family of PPO-Compatible Exploration Bonuses

qili shen, Xuanhong Chen, Ang He, Dake 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 2026Nanyang TechnologicalShanghai Jiao TongVision-language models

More Than Meets the Eye? Uncovering the Reasoning-Planning Disconnect in Training Vision-Language Driving Models

Xurui Song, Shuo Huai, Jingjing Jiang, Jiayi Kong 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 2026Shanghai Jiao TongShanghai Jiaotong3D generation

PRISM: Programming Interactive Scenes from Monocular Images for Embodied Simulation

Yumeng He, Yichen Song, Xiaotian Yang, Weijia Zhang 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 2026SoutheastShanghai Jiao TongLLM pretraining & scaling laws

PGSB: Pretrained-Guided Shared Basis for LoRA Model Merging

Muqing Liu, Chongjie Si, Zhuoya Liu, Yuheng Jia

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

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NeurIPS 2026Xi'an JiaotongNankaiShanghai JiaotongShanghai Jiao TongVision-language-action models

TGPO: Trace-Guided Policy Optimization for Robot Task Planning via Verifiable Subgoal Generation

Zhihong Liu, Yang Li, RenMing Huang, Chendong Zeng 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 JiaotongShanghai Jiao TongMathematical reasoning

From Walls to Synergy: A Joint LLM-Evolution Framework for MILP Solvers

Ziao Guo, Yuan Feng, Chenhao Ying, Junchi Yan

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

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NeurIPS 2026OralShanghai Jiao TongShanghai JiaotongHuawei Technologies Ltd.Shanghai Jiao Tong UnviersityMulti-agent LLM systems

SMART: Scalable Multi-Agent Role-conditioned Teaming via LLM-free Tree Search

Runzhe Zhang, Ning Li, Xingshan Zeng, Letian Chen 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 2026Shanghai JiaotongShanghai Jiao TongProteins

Energy-Adaptive Equivariant State Space Models for Noise-Robust Protein Structure Representation

Zhongyue Zhang, Runze Ma, Yanjie Huang, Shuangjia Zheng

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 TongShanghai JiaotongAgent memory

Beyond Raw Observations: Distilling and Storing Invariant Driving Memories for Generalizable Autonomous Driving

Xue Zhao, Cewu Lu, Xinbing Wang, Nanyang Ye

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 TongShanghai Artificial IntelligenceShanghai JiaotongRobot manipulation

InfCoiL: Coordinated Planner-Controller Learning for Closed-Loop Physics-Based Human-Object Interaction

Yude Zou, Yifei Yao, Yiwei Hao, Hanqing 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 2026Shanghai Jiao TongBayesian & probabilistic methods

Uncertainty Quantification of Least Squares Estimator for Generalized Orthogonal Procrustes Problems

Shenghan Luo

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

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NeurIPS 2026Shanghai JiaotongShanghai Jiao TongHong Kong PolytechnicEastern Institute of Technology,AutoML & architecture search

DASS: A Solver-Agnostic Dynamic Auxiliary Search Strategy for Symbolic Regression

Hu, Qian Li, Ding Wang, Yekun Zheng 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 2026SpotlightShanghai Jiao TongNortheasternNational University of SingaporeVietnam Academy of Science and TLLM pretraining & scaling laws

First-Token Attraction in Mamba Dynamics

Trinh Nguyen, Duy-Tung Pham, Minh-Khoi Nguyen-Nhat, Hoang-Son Do 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 2026NanjingShanghai Jiao Tongnanjing universityTongjiSpatio-temporal forecasting

PhysTC: A Physics-Enhanced Dataset and Architecture for High-Precision Tropical Cyclone Forecasting

Zhaoran Feng, Xuanhong Chen, Zengbing Chen, Shengjun Wu 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 ChinU California, BerkeleyShanghai JiaotongNankaiCOWAROBOT3D 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 2026Shanghai JiaotongShanghai Jiao TongEfficient inference & serving

μLM: Rethinking Sub-100M Language Models through Memory-First Design

Zijie Chen, Guiyun Fan, Haiming Jin

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

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