NeurIPS

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

Interpretable Next-token Prediction via the Generalized Induction Head

Eunji Kim, Sriya Mantena, Weiwei Yang, Chandan Singh, Sungroh Yoon, Jianfeng Gao

Comments NeurIPS 2025

NerfBaselines: Consistent and Reproducible Evaluation of Novel View Synthesis Methods

Jonas Kulhanek, Torsten Sattler

机构 * 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） ； Faculty of Electrical Engineering（电气工程学院） 纠错

Comments NeurIPS 2025 D&B; Web: https://jkulhanek.com/nerfbaselines

Neural Stochastic Flows: Solver-Free Modelling and Inference for SDE Solutions

Naoki Kiyohara, Edward Johns, Yingzhen Li

机构 * Imperial College London（伦敦帝国学院） ； Canon Inc.（佳能公司） 纠错

Comments NeurIPS 2025 (poster). Project page: https://nkiyohara.github.io/nsf-neurips2025/

Mechanistic Interpretability of RNNs emulating Hidden Markov Models

Elia Torre, Michele Viscione, Lucas Pompe, Benjamin F Grewe, Valerio Mante

机构 * Institute of Neuroinformatics, University of Zurich & ETH Zurich（神经信息学研究所，苏黎世大学及苏黎世联邦理工学院） 纠错

Comments Accepted at NeurIPS 2025

Spectral Perturbation Bounds for Low-Rank Approximation with Applications to Privacy

Phuc Tran, Nisheeth K. Vishnoi, Van H. Vu

机构 * Yale University（耶鲁大学） 纠错

Comments NeurIPS 2025

Subgraph Federated Learning via Spectral Methods

Javad Aliakbari, Johan Östman, Ashkan Panahi, Alexandre Graell i Amat

Comments To be presented at The Annual Conference on Neural Information Processing Systems (NeurIPS) 2025

Perturbation Bounds for Low-Rank Inverse Approximations under Noise

Phuc Tran, Nisheeth K. Vishnoi

机构 * Yale University（耶鲁大学） 纠错

Comments NeurIPS 2025

Gradient-Weight Alignment as a Train-Time Proxy for Generalization in Classification Tasks

Florian A. Hölzl, Daniel Rueckert, Georgios Kaissis

机构 * Institute for Artifical Intelligence in Medicine（人工智能医学研究所） ； Technical University of Munich（慕尼黑技术大学） 纠错

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

Curiosity-driven RL for symbolic equation solving

Kevin P. O'Keeffe

机构 * Starling Research Institute（星灵研究机构） 纠错

Comments Accepted at the NeurIPS 2025 MATH-AI Workshop

SimulMEGA: MoE Routers are Advanced Policy Makers for Simultaneous Speech Translation

Chenyang Le, Bing Han, Jinshun Li, Songyong Chen, Yanmin Qian

机构 * Auditory Cognition and Computational Acoustics Lab（听觉认知与计算声学实验室） ； MoE Key Lab of Artificial Intelligence（MoE人工智能重点实验室） ； AI Institute（人工智能研究院） ； School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） 纠错

Comments NeurIPS 2025 poster

Steering Information Utility in Key-Value Memory for Language Model Post-Training

Chunyuan Deng, Ruidi Chang, Hanjie Chen

机构 * Dept. of Computer Science Rice University（计算机科学系 瑞士大学） 纠错

Comments NeurIPS 2025

Many LLMs Are More Utilitarian Than One

Anita Keshmirian, Razan Baltaji, Babak Hemmatian, Hadi Asghari, Lav R. Varshney

机构 * Forward College（前进学院） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of Nebraska, Lincoln（内布拉斯加大学林肯分校） ； Technische Universität Berlin（柏林技术大学） ； Humboldt Institute for Internet and Society（洪堡互联网与社会研究所） ； Stony Brook University（石溪大学） 纠错

Comments Accepted to the Conference on Neural Information Processing Systems (NeurIPS 2025)

FOCUS: Internal MLLM Representations for Efficient Fine-Grained Visual Question Answering

Liangyu Zhong, Fabio Rosenthal, Joachim Sicking, Fabian Hüger, Thorsten Bagdonat, Hanno Gottschalk, Leo Schwinn

机构 * Technical University of Berlin（柏林技术大学） ； Technical University of Munich（慕尼黑技术大学） ； CARIAD SE ； Volkswagen AG（大众集团） 纠错

Comments Accepted by NeurIPS 2025 - main track. Project page: https://focus-mllm-vqa.github.io/

HAIF-GS: Hierarchical and Induced Flow-Guided Gaussian Splatting for Dynamic Scene

Jianing Chen, Zehao Li, Yujun Cai, Hao Jiang, Chengxuan Qian, Juyuan Kang, Shuqin Gao, Honglong Zhao, Tianlu Mao, Yucheng Zhang

机构 * Institute of Computing Technology, Chinese Academy of Sciences, ICT（中国科学院计算技术研究所） ； University of Chinese Academy of Sciences, UCAS（中国科学院大学） ； The University of Queensland（昆士兰大学） ； Jiangsu University（江苏大学） 纠错

Comments Accepted to NeurIPS 2025. Project page: https://echopickle.github.io/HAIF-GS.github.io/

Reinforcement Learning Teachers of Test Time Scaling

Edoardo Cetin, Tianyu Zhao, Yujin Tang

机构 * Sakana AI, Japan（日本Sakana AI） 纠错

Comments Accepted at NeurIPS 2025

Who You Are Matters: Bridging Topics and Social Roles via LLM-Enhanced Logical Recommendation

Qing Yu, Xiaobei Wang, Shuchang Liu, Yandong Bai, Xiaoyu Yang, Xueliang Wang, Chang Meng, Shanshan Wu, Hailan Yang, Huihui Xiao, Xiang Li, Fan Yang, Xiaoqiang Feng, Lantao Hu, Han Li, Kun Gai, Lixin Zou

机构 * Wuhan University（武汉大学） ； Kuaishou Technology（快手科技） 纠错

Comments to be published in NeurIPS 2025

Data-Juicer 2.0: Cloud-Scale Adaptive Data Processing for and with Foundation Models

Daoyuan Chen, Yilun Huang, Xuchen Pan, Nana Jiang, Haibin Wang, Yilei Zhang, Ce Ge, Yushuo Chen, Wenhao Zhang, Zhijian Ma, Jun Huang, Wei Lin, Yaliang Li, Bolin Ding, Jingren Zhou

机构 * Alibaba Group（阿里巴巴集团） 纠错

Comments Accepted by NeurIPS 2025 (Spotlight). 43 pages, 16 figures, 4 tables

Diffusion-Driven Progressive Target Manipulation for Source-Free Domain Adaptation

Yuyang Huang, Yabo Chen, Junyu Zhou, Wenrui Dai, Xiaopeng Zhang, Junni Zou, Hongkai Xiong, Qi Tian

机构 * Shanghai Jiao Tong University（上海交通大学） ； Huawei Inc.（华为公司） 纠错

Comments Accepted by NeurIPS 2025

U-CAN: Unsupervised Point Cloud Denoising with Consistency-Aware Noise2Noise Matching

Junsheng Zhou, Xingyu Shi, Haichuan Song, Yi Fang, Yu-Shen Liu, Zhizhong Han

Comments Accepted by NeurIPS 2025. Project page: https://gloriasze.github.io/U-CAN/

Selective Learning for Deep Time Series Forecasting

Yisong Fu, Zezhi Shao, Chengqing Yu, Yujie Li, Zhulin An, Qi Wang, Yongjun Xu, Fei Wang

Comments Accepted by NeurIPS 2025

Test-Time Adaptive Object Detection with Foundation Model

Yingjie Gao, Yanan Zhang, Zhi Cai, Di Huang

机构 * State Key Laboratory of Complex and Critical Software Environment, Beihang University（复杂与关键软件环境国家重点实验室，北京航空航天大学） ； School of Computer Science and Engineering, Beihang University（北京航空航天大学计算机科学与工程学院） ； School of Computer Science and Information Engineering, Hefei University of Technology（合肥工业大学计算机科学与信息工程学院） 纠错

Comments Accepted by NeurIPS 2025

EA3D: Online Open-World 3D Object Extraction from Streaming Videos

Xiaoyu Zhou, Jingqi Wang, Yuang Jia, Yongtao Wang, Deqing Sun, Ming-Hsuan Yang

机构 * Wangxuan Institute of Computer Technology, Peking University（北京大学王轩计算机技术研究所） ； Google DeepMind（谷歌DeepMind） ； University of California, Merced（加州大学梅尔塞德斯分校） 纠错

Comments The Thirty-Ninth Annual Conference on Neural Information Processing Systems(NeurIPS 2025)

AtlasGS: Atlanta-world Guided Surface Reconstruction with Implicit Structured Gaussians

Xiyu Zhang, Chong Bao, Yipeng Chen, Hongjia Zhai, Yitong Dong, Hujun Bao, Zhaopeng Cui, Guofeng Zhang

机构 * State Key Lab of CAD & CG, Zhejiang University（计算机辅助设计与图形学国家重点实验室，浙江大学） 纠错

Comments 18 pages, 11 figures. NeurIPS 2025; Project page: https://zju3dv.github.io/AtlasGS/

Visual Diversity and Region-aware Prompt Learning for Zero-shot HOI Detection

Chanhyeong Yang, Taehoon Song, Jihwan Park, Hyunwoo J. Kim

机构 * Korea University（韩国大学） ； Korea Advanced Institute of Science and Technology（韩国科学技术院） 纠错

Comments Accepted by NeurIPS 2025

Language Model Behavioral Phases are Consistent Across Architecture, Training Data, and Scale

James A. Michaelov, Roger P. Levy, Benjamin K. Bergen

机构 * Department of Brain and Cognitive Sciences, MIT（麻省理工学院脑科学与认知科学系） ； MIT Libraries CREOS（麻省理工学院图书馆 CREOS） ； Deparmtent of Cognitive Science, UCSD（加州大学圣地亚哥分校认知科学系） 纠错

Comments To be presented at NeurIPS 2025

Disaggregation Reveals Hidden Training Dynamics: The Case of Agreement Attraction

James A. Michaelov, Catherine Arnett

机构 * MIT（麻省理工学院） ； EleutherAI 纠错

Comments Accepted to the First Workshop on Interpreting Cognition in Deep Learning Models (CogInterp @ NeurIPS 2025)