NeurIPS

Revealing Multimodal Causality with Large Language Models

Jin Li, Shoujin Wang, Qi Zhang, Feng Liu, Tongliang Liu, Longbing Cao, Shui Yu, Fang Chen

机构 * University of Technology Sydney（技术大学悉尼大学） ； Tongji University（同济大学） ； University of Melbourne（墨尔本大学） ； University of Sydney（悉尼大学） ； Macquarie University（麦考瑞大学） 纠错

Comments Accepted at NeurIPS 2025

GFlowNets for Learning Better Drug-Drug Interaction Representations

Azmine Toushik Wasi

机构 * Shahjalal University of Science and Technology（沙赫贾尔大学科学与技术学院） 纠错

Comments Accepted to ICANN 2025:AIDD and NeurIPS 2025 Workshop on Structured Probabilistic Inference & Generative Modeling (https://openreview.net/forum?id=LZW1jSgfCI)

Generalized Linear Bandits: Almost Optimal Regret with One-Pass Update

Yu-Jie Zhang, Sheng-An Xu, Peng Zhao, Masashi Sugiyama

机构 * RIKEN AIP（日本理化学研究所高级研究所） ； National Key Laboratory for Novel Software Technology（国家新型软件技术实验室） ； School of Artificial Intelligence（人工智能学院） ； The University of Tokyo（东京大学） 纠错

Comments NeurIPS 2025

SAFE: Multitask Failure Detection for Vision-Language-Action Models

Qiao Gu, Yuanliang Ju, Shengxiang Sun, Igor Gilitschenski, Haruki Nishimura, Masha Itkina, Florian Shkurti

机构 * University of Toronto（多伦多大学） ； UofT Robotics Institute（UofT机器人研究所） ； Vector Institute（向量研究所） ； Toyota Research Institute（丰田研究院） 纠错

Comments NeurIPS 2025 camera ready. Project Page: https://vla-safe.github.io/

Mind the Gap: Removing the Discretization Gap in Differentiable Logic Gate Networks

Shakir Yousefi, Andreas Plesner, Till Aczel, Roger Wattenhofer

机构 * ETH Zürich（苏黎世联邦理工学院） 纠错

Comments Accepted to NeurIPS 2025 (main track)

Human-assisted Robotic Policy Refinement via Action Preference Optimization

Wenke Xia, Yichu Yang, Hongtao Wu, Xiao Ma, Tao Kong, Di Hu

机构 * Gaoling School of Artificial Intelligence, Renmin University of China, Beijing（中国人民大学北京校区人工智能学院） ； Engineering Research Center of Next-Generation Intelligent Search（下一代智能搜索与推荐工程研究中心） ； Beijing Key Laboratory of Research on Large Models（北京大型模型研究重点实验室） 纠错

Comments Accepted By NeurIPS 2025

Adversarial Paraphrasing: A Universal Attack for Humanizing AI-Generated Text

Yize Cheng, Vinu Sankar Sadasivan, Mehrdad Saberi, Shoumik Saha, Soheil Feizi

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

Comments NeurIPS 2025

GenIR: Generative Visual Feedback for Mental Image Retrieval

Diji Yang, Minghao Liu, Chung-Hsiang Lo, Yi Zhang, James Davis

机构 * University of California Santa Cruz（加州大学圣克ruz分校） ； Northeastern University（东北大学） ； Accenture（Accenture公司） 纠错

Comments NeurIPS 2025

AANet: Virtual Screening under Structural Uncertainty via Alignment and Aggregation

Wenyu Zhu, Jianhui Wang, Bowen Gao, Yinjun Jia, Haichuan Tan, Ya-Qin Zhang, Wei-Ying Ma, Yanyan Lan

机构 * Institute for AI Industry Research, Tsinghua University, Beijing, China（人工智能产业研究院，清华大学，北京，中国） ； Beijing Frontier Research Center for Biological Structure, Tsinghua University, Beijing, China（北京生物结构前沿研究中心，清华大学，北京，中国） ； Beijing Academy of Artificial Intelligence (BAAI), Beijing, China（北京人工智能研究院（BAAI），北京，中国） ； Department of Computer Science and Technology, Tsinghua University, Beijing, China（计算机科学与技术系，清华大学，北京，中国） ； University of Electronic Science and Technology of China, Chengdu, China（电子科技大学，成都，中国） 纠错

Comments Accepted at NeurIPS 2025

Rethinking Neural Combinatorial Optimization for Vehicle Routing Problems with Different Constraint Tightness Degrees

Fu Luo, Yaoxin Wu, Zhi Zheng, Zhenkun Wang

机构 * School of Automation and Intelligent Manufacturing, Southern University of Science and Technology, Shenzhen, China（自动化与智能制造学院，南方科技大学，深圳，中国） ； Guangdong Provincial Key Laboratory of Fully Actuated System Control Theory and Technology, Southern University of Science and Technology, Shenzhen, China（广东省全驱动系统控制理论与技术重点实验室，南方科技大学，深圳，中国） ； Department of Industrial Engineering and Innovation Sciences, Eindhoven University of Technology, Eindhoven, The Netherlands（工业工程与创新科学系，埃因霍温理工大学，埃因霍温，荷兰） ； School of Computing, National University of Singapore, Singapore（计算学院，新加坡国立大学） 纠错

Comments Accepted at NeurIPS 2025

ARECHO: Autoregressive Evaluation via Chain-Based Hypothesis Optimization for Speech Multi-Metric Estimation

Jiatong Shi, Yifan Cheng, Bo-Hao Su, Hye-jin Shim, Jinchuan Tian, Samuele Cornell, Yiwen Zhao, Siddhant Arora, Shinji Watanabe

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Huazhong University of Science and Technology（华中科技大学） 纠错

Comments NeurIPS 2025 Spotlight

LODGE: Level-of-Detail Large-Scale Gaussian Splatting with Efficient Rendering

Jonas Kulhanek, Marie-Julie Rakotosaona, Fabian Manhardt, Christina Tsalicoglou, Michael Niemeyer, Torsten Sattler, Songyou Peng, Federico Tombari

机构 * Google（谷歌） ； Google DeepMind（谷歌DeepMind） ； Technical University of Munich（慕尼黑技术大学） ； Czech Technical University in Prague（布拉格捷克技术大学） ； Czech Institute of Informatics, Robotics and Cybernetics（捷克信息学、机器人学与自动化研究所） 纠错

Comments NeurIPS 2025; Web: https://lodge-gs.github.io/

Oryx: a Scalable Sequence Model for Many-Agent Coordination in Offline MARL

Claude Formanek, Omayma Mahjoub, Louay Ben Nessir, Sasha Abramowitz, Ruan de Kock, Wiem Khlifi, Daniel Rajaonarivonivelomanantsoa, Simon Du Toit, Arnol Fokam, Siddarth Singh, Ulrich Mbou Sob, Felix Chalumeau, Arnu Pretorius

机构 * InstaDeep ； Stellenbosch University（斯特伦博斯大学） ； University of Cape Town（开普敦大学） 纠错

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

TabSTAR: A Tabular Foundation Model for Tabular Data with Text Fields

Alan Arazi, Eilam Shapira, Roi Reichart

机构 * Technion - IIT（技术学院-理工学院） 纠错

Comments Accepted to NeurIPS 2025

Optimal Online Change Detection via Random Fourier Features

Florian Kalinke, Shakeel Gavioli-Akilagun

机构 * Karlsruhe Institute of Technology (KIT)（卡尔斯鲁厄理工学院） ； Department of Decision Analytics and Operations（决策分析与运营系） ； City University Hong Kong（香港城市大学） 纠错

Comments Accepted for publication at NeurIPS 2025

On the creation of narrow AI: hierarchy and nonlocality of neural network skills

Eric J. Michaud, Asher Parker-Sartori, Max Tegmark

机构 * Department of Physics, Massachusetts Institute of Technology（物理学系，麻省理工学院） ； Department of EECS, Massachusetts Institute of Technology（电子工程与计算机科学系，麻省理工学院） ； The NSF AI Institute for Artificial Intelligence and Fundamental Interactions（国家科学基金会人工智能与基本相互作用研究所） 纠错

Comments NeurIPS 2025; 20 pages, 13 figures

Let LRMs Break Free from Overthinking via Self-Braking Tuning

Haoran Zhao, Yuchen Yan, Yongliang Shen, Haolei Xu, Wenqi Zhang, Kaitao Song, Jian Shao, Weiming Lu, Jun Xiao, Yueting Zhuang

机构 * Zhejiang University（浙江大学） ； Tianjin University（天津大学） ； Microsoft Research Asia（微软亚洲研究院） 纠错

Comments Accepted to NeurIPS 2025; Camera ready version, 10 pages. Github:https://github.com/ZJU-REAL/Self-Braking-Tuning Project Page: https://ZJU-REAL.github.io/SBT

Learning to Insert for Constructive Neural Vehicle Routing Solver

Fu Luo, Xi Lin, Mengyuan Zhong, Fei Liu, Zhenkun Wang, Jianyong Sun, Qingfu Zhang

机构 * School of Automation and Intelligent Manufacturing, Southern University of Science and Technology, Shenzhen, China（自动化与智能制造学院，南方科技大学，深圳，中国） ； Guangdong Provincial Key Laboratory of Fully Actuated System Control Theory and Technology, Southern University of Science and Technology, Shenzhen, China（广东省全驱动系统控制理论与技术重点实验室，南方科技大学，深圳，中国） ； Department of Computer Science, City University of Hong Kong, Hong Kong SAR, China（计算机科学系，香港城市大学，香港特别行政区，中国） ； School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an, China（数学与统计学学院，西安交通大学，西安，中国） 纠错

Comments Accepted at NeurIPS 2025

Neurosymbolic Diffusion Models

Emile van Krieken, Pasquale Minervini, Edoardo Ponti, Antonio Vergari

机构 * School of Informatics, University of Edinburgh（信息学院，爱丁堡大学） 纠错

Comments Accepted to NeurIPS 2025

MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks

Yinghao Zhu, Ziyi He, Haoran Hu, Xiaochen Zheng, Xichen Zhang, Zixiang Wang, Junyi Gao, Liantao Ma, Lequan Yu

Comments Accepted by NeurIPS 2025 Datasets & Benchmarks Track

Ditch the Denoiser: Emergence of Noise Robustness in Self-Supervised Learning from Data Curriculum

Wenquan Lu, Jiaqi Zhang, Hugues Van Assel, Randall Balestriero

Comments NeurIPS 2025

Rethinking Optimal Verification Granularity for Compute-Efficient Test-Time Scaling

Hao Mark Chen, Guanxi Lu, Yasuyuki Okoshi, Zhiwen Mo, Masato Motomura, Hongxiang Fan

机构 * Imperial College London, UK（伦敦帝国学院） ； Institute of Science Tokyo, Japan（东京科学研究所） 纠错

Comments Accepted at NeurIPS 2025

Plasticity as the Mirror of Empowerment

David Abel, Michael Bowling, André Barreto, Will Dabney, Shi Dong, Steven Hansen, Anna Harutyunyan, Khimya Khetarpal, Clare Lyle, Razvan Pascanu, Georgios Piliouras, Doina Precup, Jonathan Richens, Mark Rowland, Tom Schaul, Satinder Singh

机构 * Google DeepMind（谷歌DeepMind） 纠错

Comments NeurIPS 2025

MindGYM: What Matters in Question Synthesis for Thinking-Centric Fine-Tuning?

Zhe Xu, Daoyuan Chen, Zhenqing Ling, Yaliang Li, Ying Shen

机构 * Sun Yat-sen University（中山大学） ； Alibaba Group（阿里巴巴集团） ； FSIETP 纠错

Comments Accepted by NeurIPS'25. 30 pages, 2 figures, 13 tables

Modeling Neural Activity with Conditionally Linear Dynamical Systems

Victor Geadah, Amin Nejatbakhsh, David Lipshutz, Jonathan W. Pillow, Alex H. Williams

Comments 24 pages, 7 figures. Associated code available at: https://github.com/neurostatslab/clds. To appear at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Diversity as a Reward: Fine-Tuning LLMs on a Mixture of Domain-Undetermined Data

Zhenqing Ling, Daoyuan Chen, Liuyi Yao, Qianli Shen, Yaliang Li, Ying Shen

机构 * Sun Yat-sen University（中山大学） ； Alibaba Group（阿里巴巴集团） ； FSIETP 纠错

Comments Accepted by NeurIPS'25 main track. 47 pages, 21 figures, 32 tables

Omni-Mol: Multitask Molecular Model for Any-to-any Modalities

Chengxin Hu, Hao Li, Yihe Yuan, Zezheng Song, Chenyang Zhao, Haixin Wang

机构 * National University of Singapore（新加坡国立大学） ； University of Maryland, College Park（马里兰大学 College Park 分校） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

Comments 44 pages, 9 figures, 13 tables, paper accepted by NeurIPS 2025

HyGen: Efficient LLM Serving via Elastic Online-Offline Request Co-location

Ting Sun, Penghan Wang, Fan Lai

机构 * Siebel School of Computing and Data Science, University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机与数据科学学院） ； Department of Computer Science, Purdue University（普渡大学计算机科学系） 纠错

Comments NeurIPS 2025. 21 pages, 17 figures

In Defence of Post-hoc Explainability

Nick Oh

机构 * socius labs（socius实验室） 纠错

Comments v1 presented at the Interpretable AI: Past, Present, and Future Workshop at NeurIPS 2024 (non-archival)

Hysteresis Activation Function for Efficient Inference

Moshe Kimhi, Idan Kashani, Avi Mendelson, Chaim Baskin

机构 * Technion - Israel Institute of Technology（技术学院-以色列理工学院） ； Ben-Gurion University of the Negev（贝内尔-盖隆大学） 纠错

Comments Accepted to 4th NeurIPS Efficient Natural Language and Speech Processing Workshop (ENLSP-IV 2024)

Journal ref Proceedings of Machine Learning Research, Volume 262, Pages 414 422, 2024