NeurIPS

Fractional Diffusion Bridge Models

Gabriel Nobis, Maximilian Springenberg, Arina Belova, Rembert Daems, Christoph Knochenhauer, Manfred Opper, Tolga Birdal, Wojciech Samek

机构 * Fraunhofer HHI（弗劳恩霍夫研究所） ； Ghent University–imec FlandersMake–MIRO（根特大学–imec 荷兰弗拉芒Make–MIRO） ； Technical University of Munich（慕尼黑技术大学） ； Technical University of Berlin（柏林技术大学） ； University of Potsdam（波茨坦大学） ； University of Birmingham（伯明翰大学） ； Imperial College London（伦敦帝国理工学院） 纠错

Comments To appear in NeurIPS 2025 proceedings. This version includes post-camera-ready revisions

UniLumos: Fast and Unified Image and Video Relighting with Physics-Plausible Feedback

Ropeway Liu, Hangjie Yuan, Bo Dong, Jiazheng Xing, Jinwang Wang, Rui Zhao, Yan Xing, Weihua Chen, Fan Wang

机构 * Zhejiang University（浙江大学） ； DAMO Academy Alibaba Group（阿里云达摩院） ； Hupan Lab（虎扑实验室） ； National University of Singapore（新加坡国立大学） 纠错

Comments NeurIPS 2025

HMVLM: Human Motion-Vision-Lanuage Model via MoE LoRA

Lei Hu, Yongjing Ye, Shihong Xia

机构 * Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

Comments 10 pages, 5figures. The Thirty-Ninth Annual Conference on Neural Information Processing Systems

Modulation of temporal decision-making in a deep reinforcement learning agent under the dual-task paradigm

Amrapali Pednekar, Álvaro Garrido-Pérez, Yara Khaluf, Pieter Simoens

机构 * Department of Information Technology（信息科技系） ； IDLab, Ghent University - imec（IDLab，根特大学 - imec） ； Department of Social Sciences（社会科学系） ； Wageningen University and Research（瓦赫宁根大学和研究中心） 纠错

Comments Accepted at CogInterp workshop @ NeurIPS 2025

Relaxing partition admissibility in Cluster-DAGs: a causal calculus with arbitrary variable clustering

Clément Yvernes, Emilie Devijver, Adèle H. Ribeiro, Marianne Clausel--Lesourd, Éric Gaussier

Comments Accepted at The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS2025)

Learning Intractable Multimodal Policies with Reparameterization and Diversity Regularization

Ziqi Wang, Jiashun Liu, Ling Pan

机构 * Hong Kong University of Science and Technology（香港理工大学） 纠错

Comments NeurIPS 2025

The Ouroboros of Benchmarking: Reasoning Evaluation in an Era of Saturation

İbrahim Ethem Deveci, Duygu Ataman

机构 * Department of Cognitive Science（认知科学系） ； Graduate School of Informatics（信息科学研究生院） ； Middle East Technical University（中东部技术大学） 纠错

Comments Accepted to NeurIPS 2025 Workshop on LLM Evaluation (https://openreview.net/group?id=NeurIPS.cc/2025/Workshop/LLM_Evaluation)

Embodied Cognition Augmented End2End Autonomous Driving

Ling Niu, Xiaoji Zheng, Han Wang, Chen Zheng, Ziyuan Yang, Bokui Chen, Jiangtao Gong

机构 * Tsinghua University（清华大学） ； University of Washington（华盛顿大学） 纠错

Comments 24 pages,4 pages

Journal ref NeurIPS 2025

MVSMamba: Multi-View Stereo with State Space Model

Jianfei Jiang, Qiankun Liu, Hongyuan Liu, Haochen Yu, Liyong Wang, Jiansheng Chen, Huimin Ma

机构 * University of Science and Technology Beijing（北京科技大学） 纠错

Comments Accepted by NeurIPS 2025

Perturb a Model, Not an Image: Towards Robust Privacy Protection via Anti-Personalized Diffusion Models

Tae-Young Lee, Juwon Seo, Jong Hwan Ko, Gyeong-Moon Park

机构 * Korea University（韩国大学） ； Kyung Hee University（庆熙大学） ； Sungkyunkwan University（成均馆大学） 纠错

Comments 26 pages, 9 figures, 16 tables, NeurIPS 2025

Detecting Generated Images by Fitting Natural Image Distributions

Yonggang Zhang, Jun Nie, Xinmei Tian, Mingming Gong, Kun Zhang, Bo Han

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； TMLR Group, Hong Kong Baptist University（香港 Baptist 大学 TMLR 组） ； University of Science and Technology of China（中国科学技术大学） ； The University of Melbourne, Australia（澳大利亚墨尔本大学） ； Carnegie Mellon University（卡内基梅隆大学） ； Mohamed bin Zayed University of Artificial Intelligence（Mohamed bin Zayed 人工智能大学） 纠错

Comments 25 pages, 9 figures, NeurIPS 2025 spotlight

FirstAidQA: A Synthetic Dataset for First Aid and Emergency Response in Low-Connectivity Settings

Saiyma Sittul Muna, Rezwan Islam Salvi, Mushfiqur Rahman Mushfique, Ajwad Abrar

机构 * Islamic University of Technology（伊斯兰技术大学） 纠错

Comments Accepted at the 5th Muslims in Machine Learning (MusIML) Workshop, co-located with NeurIPS 2025

Evolve to Inspire: Novelty Search for Diverse Image Generation

Alex Inch, Passawis Chaiyapattanaporn, Yuchen Zhu, Yuan Lu, Ting-Wen Ko, Davide Paglieri

机构 * University College London（伦敦大学学院） ； University of Oxford（牛津大学） ； Tesco Technology（百事科技） ； Microsoft Research（微软研究院） 纠错

Comments 14 pages, 10 figures, Accepted to Neurips 2025 GenProCC Workshop

Position Paper: If Innovation in AI Systematically Violates Fundamental Rights, Is It Innovation at All?

Josu Eguiluz Castañeira, Axel Brando, Migle Laukyte, Marc Serra-Vidal

机构 * Adevinta ServicesCo S.L.U. ； Pompeu Fabra University (UPF)（庞培法布拉大学） ； Barcelona Supercomputing Center (BSC-CNS)（巴塞罗那超级计算中心） ； Kleinanzeigen.de GmbH (Adevinta) 纠错

Comments NeurIPS 2025 Position Paper track; accepted for oral and poster presentation at the Thirty-Ninth Annual Conference on Neural Information Processing Systems

Towards Transparent Reasoning: What Drives Faithfulness in Large Language Models?

Teague McMillan, Gabriele Dominici, Martin Gjoreski, Marc Langheinrich

机构 * ETH Zurich（苏黎世联邦理工学院） ； Università della Svizzera italiana（瑞士意大利大学） 纠错

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: NeurIPS 2025 Workshop on Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Abilities, and Scaling

Contextual Tokenization for Graph Inverted Indices

Pritish Chakraborty, Indradyumna Roy, Soumen Chakrabarti, Abir De

机构 * Department of Computer Science and Engineering, IIT Bombay（印度理工学院班加罗尔计算机科学与工程系） 纠错

Journal ref NeurIPS 2025 paper

Bridging Symmetry and Robustness: On the Role of Equivariance in Enhancing Adversarial Robustness

Longwei Wang, Ifrat Ikhtear Uddin, KC Santosh, Chaowei Zhang, Xiao Qin, Yang Zhou

机构 * AI Research Lab, Department of Computer Science, University of South Dakota（人工智能研究实验室、计算机科学系、南达科他大学） ； School of Information and Artificial Intelligence, Yangzhou University（信息与人工智能学院、扬州大学） ； Department of Computer Science and Software Engineering, Auburn University（计算机科学与软件工程系、阿伯丁大学） 纠错

Comments Accepted for the proceedings of 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Sound Clouds: Exploring ambient intelligence in public spaces to elicit deep human experience of awe, wonder, and beauty

Chengzhi Zhang, Dashiel Carrera, Daksh Kapoor, Jasmine Kaur, Jisu Kim, Brian Magerko

机构 * Georgia Institute of Technology（佐治亚理工学院） ； University of Toronto（多伦多大学） 纠错

Comments 4 pages, Artwork accepted by NeurIPS Creative AI Track 2025

Riemannian Consistency Model

Chaoran Cheng, Yusong Wang, Yuxin Chen, Xiangxin Zhou, Nanning Zheng, Ge Liu

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Xi’an Jiaotong University（西安交通大学） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

Comments Accepted to NeurIPS 2025

SynBrain: Enhancing Visual-to-fMRI Synthesis via Probabilistic Representation Learning

Weijian Mai, Jiamin Wu, Yu Zhu, Zhouheng Yao, Dongzhan Zhou, Andrew F. Luo, Qihao Zheng, Wanli Ouyang, Chunfeng Song

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； The University of Hong Kong（香港大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

Comments Accepted by NeurIPS 2025

CosmoBench: A Multiscale, Multiview, Multitask Cosmology Benchmark for Geometric Deep Learning

Ningyuan Huang, Richard Stiskalek, Jun-Young Lee, Adrian E. Bayer, Charles C. Margossian, Christian Kragh Jespersen, Lucia A. Perez, Lawrence K. Saul, Francisco Villaescusa-Navarro

机构 * Centers for Computational Mathematics（计算数学中心） ； Computational Astrophysics（计算天文学） ； University of Oxford（牛津大学） ； Seoul National University（首尔国立大学） ； Princeton University（普林斯顿大学） 纠错

Comments Accepted at NeurIPS 2025

Representation Consistency for Accurate and Coherent LLM Answer Aggregation

Junqi Jiang, Tom Bewley, Salim I. Amoukou, Francesco Leofante, Antonio Rago, Saumitra Mishra, Francesca Toni

机构 * Imperial College London（帝国理工学院伦敦分校） ； J.P. Morgan AI Research（摩根大通人工智能研究） ； King’s College London（国王学院伦敦分校） 纠错

Comments Accepted at NeurIPS 2025. Camera-ready version

TabArena: A Living Benchmark for Machine Learning on Tabular Data

Nick Erickson, Lennart Purucker, Andrej Tschalzev, David Holzmüller, Prateek Mutalik Desai, David Salinas, Frank Hutter

机构 * Amazon Web Services（亚马逊网络服务） ； University of Freiburg（弗赖堡大学） ； University of Mannheim（曼海姆大学） ； INRIA Paris（巴黎国家信息与自动化研究所） ； Ecole Normale Supérieure（高等师范学校） ； PSL Research University（巴黎科学实验室大学） ； Prior Labs（先驱实验室） ； ELLIS Institute Tübingen（图宾根ELLIS研究所） 纠错

Comments Accepted (spotlight) at NeurIPS 2025 Datasets and Benchmarks Track. v4: fixed links in comments. v3: NeurIPS camera-ready version. v2: fixed author list. 51 pages. Code available at https://tabarena.ai/code and examples at https://tabarena.ai/code-examples and dataset curation at https://tabarena.ai/data-tabular-ml-iid-study and https://tabarena.ai/dataset-curation

Instance-Specific Test-Time Training for Speech Editing in the Wild

Taewoo Kim, Uijong Lee, Hayoung Park, Choongsang Cho, Nam In Park, Young Han Lee

Comments Accepted to NeurIPS 2025 Workshop on GenProCC

WildCAT3D: Appearance-Aware Multi-View Diffusion in the Wild

Morris Alper, David Novotny, Filippos Kokkinos, Hadar Averbuch-Elor, Tom Monnier

机构 * Tel Aviv University（特拉维夫大学） ； Meta AI ； Cornell University（康奈尔大学） 纠错

Comments Accepted to NeurIPS 2025. Project page: https://wildcat3d.github.io

ConTextTab: A Semantics-Aware Tabular In-Context Learner

Marco Spinaci, Marek Polewczyk, Maximilian Schambach, Sam Thelin

机构 * SAP France（SAP法国分公司） ； SAP SE（SAP德国分公司） 纠错

Comments Accepted as spotlight at NeurIPS 2025

Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding

Xiaoyi Zhang, Zhaoyang Jia, Zongyu Guo, Jiahao Li, Bin Li, Houqiang Li, Yan Lu

机构 * Microsoft Research Asia（微软亚洲研究院） ； University of Science and Technology of China（中国科学技术大学） 纠错

Comments Accepted to NeurIPS 2025

EgoBlind: Towards Egocentric Visual Assistance for the Blind

Junbin Xiao, Nanxin Huang, Hao Qiu, Zhulin Tao, Xun Yang, Richang Hong, Meng Wang, Angela Yao

机构 * National University of Singapore（新加坡国立大学） ； Communication University of China（中国传媒大学） ； University of Science and Technology of China（中国科学技术大学） ； Hefei University of Technoloy（合肥工业大学） 纠错

Comments NeurIPS'25 (D&B Track)

XIFBench: Evaluating Large Language Models on Multilingual Instruction Following

Zhenyu Li, Kehai Chen, Yunfei Long, Xuefeng Bai, Yaoyin Zhang, Xuchen Wei, Juntao Li, Min Zhang

机构 * Harbin Institute of Technology, Shenzhen（哈尔滨工业大学（深圳）） ； Queen Mary University of London（伦敦大学女王学院） ； Soochow University（苏州大学） 纠错

Comments Accepted by the NeurIPS 2025 Datasets and Benchmarks Track

Deep Modularity Networks with Diversity-Preserving Regularization

Yasmin Salehi, Dennis Giannacopoulos

机构 * Department of Electrical and Computering Engineering（电气与计算机工程系） ； McGill University（麦吉尔大学） 纠错

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