NeurIPS

Multimodal Disease Progression Modeling via Spatiotemporal Disentanglement and Multiscale Alignment

Chen Liu, Wenfang Yao, Kejing Yin, William K. Cheung, Jing Qin

机构 * School of Nursing, The Hong Kong Polytechnic University（香港理工大学护理学院） ； Department of Computer Science, Hong Kong Baptist University（香港 Baptist 大学计算机科学系） 纠错

Comments NeurIPS 2025 Spotlight

Future-Aware End-to-End Driving: Bidirectional Modeling of Trajectory Planning and Scene Evolution

Bozhou Zhang, Nan Song, Jingyu Li, Xiatian Zhu, Jiankang Deng, Li Zhang

机构 * School of Data Science, Fudan University（复旦大学数据科学学院） ； Shanghai Innovation Institute（上海创新研究院） ； University of Surrey（Surrey大学） ； Imperial College London（伦敦帝国理工学院） 纠错

Comments NeurIPS 2025

Flow Matching-Based Autonomous Driving Planning with Advanced Interactive Behavior Modeling

Tianyi Tan, Yinan Zheng, Ruiming Liang, Zexu Wang, Kexin Zheng, Jinliang Zheng, Jianxiong Li, Xianyuan Zhan, Jingjing Liu

机构 * Institute for AI Industry Research (AIR), Tsinghua University（人工智能产业研究所（AIR），清华大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； The Chinese University of Hong Kong（香港中文大学） 纠错

Comments 26 pages, 6 figures. Accepted at NeurIPS 2025

A Joint Learning Approach to Hardware Caching and Prefetching

Samuel Yuan, Divyanshu Saxena, Jiayi Chen, Nihal Sharma, Aditya Akella

Comments Accepted at ML for Systems Workshop at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

How Patterns Dictate Learnability in Sequential Data

Mario Morawski, Anais Despres, Rémi Rehm

Comments NeurIPS 2025, 36 pages, 4 figures

A Stochastic Differential Equation Framework for Multi-Objective LLM Interactions: Dynamical Systems Analysis with Code Generation Applications

Shivani Shukla, Himanshu Joshi

机构 * University of San Francisco（旧金山大学） ； Vector Institute for Artificial Intelligence（人工智能向量研究所） 纠错

Comments Peer-reviewed and accepted to the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) DynaFront 2025 Workshop (https://sites.google.com/view/dynafrontneurips25)

Learning-Augmented Streaming Algorithms for Correlation Clustering

Yinhao Dong, Shan Jiang, Shi Li, Pan Peng

Comments NeurIPS 2025

Second-order Optimization under Heavy-Tailed Noise: Hessian Clipping and Sample Complexity Limits

Abdurakhmon Sadiev, Peter Richtárik, Ilyas Fatkhullin

机构 * KAUST Center of Excellence for Generative AI（知识增强人工智能卓越中心） ； ETH Zurich（苏黎世联邦理工学院） ； ETH AI Center（苏黎世联邦理工学院人工智能中心） ； Georgia Institute of Technology（佐治亚理工学院） 纠错

Comments Accepted for publication at NeurIPS 2025

Information-Computation Tradeoffs for Noiseless Linear Regression with Oblivious Contamination

Ilias Diakonikolas, Chao Gao, Daniel M. Kane, John Lafferty, Ankit Pensia

Comments To appear in NeurIPS 2025

Preserving LLM Capabilities through Calibration Data Curation: From Analysis to Optimization

Bowei He, Lihao Yin, Huiling Zhen, Shuqi Liu, Han Wu, Xiaokun Zhang, Mingxuan Yuan, Chen Ma

机构 * Department of Computer Science, City University of Hong Kong（香港城市大学计算机科学系） ； Huawei（华为） 纠错

Comments Accepted by NeurIPS 2025

Failure Prediction at Runtime for Generative Robot Policies

Ralf Römer, Adrian Kobras, Luca Worbis, Angela P. Schoellig

Comments Project page: https://tum-lsy.github.io/fiper_website. 33 pages, 12 figures. Accepted to NeurIPS 2025

Graph Your Own Prompt

Xi Ding, Lei Wang, Piotr Koniusz, Yongsheng Gao

机构 * Griffith University（格里菲斯大学） ； Data61/CSIRO ； Australian National University（澳大利亚国立大学） ； University of New South Wales（新南威尔士大学） 纠错

Comments Accepted at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Long-Range Graph Wavelet Networks

Filippo Guerranti, Fabrizio Forte, Simon Geisler, Stephan Günnemann

机构 * School of Computation, Information and Technology（计算、信息与技术学院） ； Munich Data Science Institute（慕尼黑数据科学研究所） ； Technical University of Munich（慕尼黑技术大学） 纠错

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: New Perspectives in Advancing Graph Machine Learning

VendiRL: A Framework for Self-Supervised Reinforcement Learning of Diversely Diverse Skills

Erik M. Lintunen

Comments 17 pages including appendices, full paper at the Scaling Environments for Agents workshop at NeurIPS 2025

Learning Diffusion Models with Flexible Representation Guidance

Chenyu Wang, Cai Zhou, Sharut Gupta, Zongyu Lin, Stefanie Jegelka, Stephen Bates, Tommi Jaakkola

Comments NeurIPS 2025; Also Oral at ICML 2025 FM4LS workshop

The Illusion of Progress? A Critical Look at Test-Time Adaptation for Vision-Language Models

Lijun Sheng, Jian Liang, Ran He, Zilei Wang, Tieniu Tan

机构 * University of Science and Technology of China（中国科学技术大学） ； NLPR & MAIS, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） 纠错

Comments NeurIPS 2025 Datasets and Benchmarks Track. Github link: https://github.com/TomSheng21/tta-vlm

Wide-Horizon Thinking and Simulation-Based Evaluation for Real-World LLM Planning with Multifaceted Constraints

Dongjie Yang, Chengqiang Lu, Qimeng Wang, Xinbei Ma, Yan Gao, Yao Hu, Hai Zhao

机构 * Shanghai Jiao Tong University（上海交通大学） ； Xiaohongshu Inc.（小红书公司） 纠错

Comments Accepted by NeurIPS 2025 Spotlight

State-Covering Trajectory Stitching for Diffusion Planners

Kyowoon Lee, Jaesik Choi

机构 * KAIST（韩国科学技术院） 纠错

Comments Accepted to NeurIPS 2025

Learning Shared Representations from Unpaired Data

Amitai Yacobi, Nir Ben-Ari, Ronen Talmon, Uri Shaham

机构 * Department of Computer Science Bar-Ilan University（巴伊兰大学计算机科学系） ； Electrical and Computer Engineering Technion（技术学院电子与计算机工程系） 纠错

Comments Accepted to NeurIPS 2025

ARM: Adaptive Reasoning Model

Siye Wu, Jian Xie, Yikai Zhang, Aili Chen, Kai Zhang, Yu Su, Yanghua Xiao

机构 * Shanghai Key Laboratory of Data Science, College of Computer Science and Artificial Intelligence, Fudan University（上海数据科学关键实验室，计算机科学与人工智能学院，复旦大学） ； The Ohio State University（俄亥俄州立大学） ； Shanghai Academy of AI for Science（上海人工智能科学研究院） 纠错

Comments NeurIPS 2025 (Spotlight)

VORTA: Efficient Video Diffusion via Routing Sparse Attention

Wenhao Sun, Rong-Cheng Tu, Yifu Ding, Zhao Jin, Jingyi Liao, Shunyu Liu, Dacheng Tao

机构 * College of Computing and Data Science, Nanyang Technological University, Singapore（计算与数据科学学院，南洋理工大学，新加坡） 纠错

Comments Accepted by NeurIPS 2025. The code is available at https://github.com/wenhao728/VORTA

Task-Optimized Convolutional Recurrent Networks Align with Tactile Processing in the Rodent Brain

Trinity Chung, Yuchen Shen, Nathan C. L. Kong, Aran Nayebi

机构 * Robotics Institute, Carnegie Mellon University（卡内基梅隆大学机器人研究所） ； Machine Learning Department, Carnegie Mellon University（卡内基梅隆大学机器学习系） ； Department of Psychology, University of Pennsylvania（宾夕法尼亚大学心理学系） ； Neuroscience Institute, Carnegie Mellon University（卡内基梅隆大学神经科学研究所） 纠错

Comments 10 pages, 8 figures, 7 tables, NeurIPS 2025 Camera Ready Version (oral)

Personalized Bayesian Federated Learning with Wasserstein Barycenter Aggregation

Ting Wei, Biao Mei, Junliang Lyu, Renquan Zhang, Feng Zhou, Yifan Sun

机构 * School of Statistics, Renmin University of China（中国人民大学统计学院） ； Guanghua School of Management, Peking University（北京大学光华管理学院） ； School of Mathematics Science, Dalian University of Technology（大连理工大学数学科学学院） ； Center for Applied Statistics and School of Statistics, Renmin University of China（中国人民大学统计学院） ； Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing（北京未来区块链与隐私计算高级创新中心） 纠错

Comments The paper has been accepted by NIPS 2025

TranSUN: A Preemptive Paradigm to Eradicate Retransformation Bias Intrinsically from Regression Models in Recommender Systems

Jiahao Yu, Haozhuang Liu, Yeqiu Yang, Lu Chen, Jian Wu, Yuning Jiang, Bo Zheng

机构 * Taobao & Tmall Group of Alibaba, Beijing, China（阿里巴巴淘宝与天猫集团，北京，中国） 纠错

Comments 30 pages, 7 figures, NeurIPS 2025 Poster

WebThinker: Empowering Large Reasoning Models with Deep Research Capability

Xiaoxi Li, Jiajie Jin, Guanting Dong, Hongjin Qian, Yongkang Wu, Ji-Rong Wen, Yutao Zhu, Zhicheng Dou

机构 * Renmin University of China（中国人民大学） ； BAAI（北京人工智能研究院） ； Huawei Poisson Lab（华为Poisson实验室） 纠错

Comments Accepted by NeurIPS 2025

An Adaptive Algorithm for Bilevel Optimization on Riemannian Manifolds

Xu Shi, Rufeng Xiao, Rujun Jiang

Comments Accepted by NeurIPS 2025

Towards Unified and Lossless Latent Space for 3D Molecular Latent Diffusion Modeling

Yanchen Luo, Zhiyuan Liu, Yi Zhao, Sihang Li, Hengxing Cai, Kenji Kawaguchi, Tat-Seng Chua, Yang Zhang, Xiang Wang

机构 * University of Science and Technology of China（中国科学技术大学） ； National University of Singapore（新加坡国立大学） ； DP Technology（DP技术） 纠错

Comments NeurIPS 2025

Hierarchical Balance Packing: Towards Efficient Supervised Fine-tuning for Long-Context LLM

Yongqiang Yao, Jingru Tan, Kaihuan Liang, Feizhao Zhang, Jiahao Hu, Shuo Wu, Yazhe Niu, Ruihao Gong, Dahua Lin, Ningyi Xu

机构 * Shanghai Jiao Tong University（上海交通大学） ； SenseTime Research（商汤科技研究院） ； Central South University（中南大学） ； The Chinese University of Hong Kong（香港中文大学） ； Beihang University（北京航空航天大学） 纠错

Comments Accepted in NeurIPS 2025

Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning

Wenkai Yang, Shuming Ma, Yankai Lin, Furu Wei

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； Microsoft Research（微软研究院） 纠错

Comments Accepted at NeurIPS 2025, camera-ready version

Retrieval-Retro: Retrieval-based Inorganic Retrosynthesis with Expert Knowledge

Heewoong Noh, Namkyeong Lee, Gyoung S. Na, Chanyoung Park

Comments NeurIPS 2024