NeurIPS

EgoBridge: Domain Adaptation for Generalizable Imitation from Egocentric Human Data

Ryan Punamiya, Dhruv Patel, Patcharapong Aphiwetsa, Pranav Kuppili, Lawrence Y. Zhu, Simar Kareer, Judy Hoffman, Danfei Xu

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

Comments Accepted at 39th Conference on Neural Information Processing Systems (NeurIPS 2025) and Oral at Conference on Robot Learning (CoRL 2025)

Improved Therapeutic Antibody Reformatting through Multimodal Machine Learning

Jiayi Xin, Aniruddh Raghu, Nick Bhattacharya, Adam Carr, Melanie Montgomery, Hunter Elliott

机构 * University of Pennsylvania（宾夕法尼亚大学） ； BigHat Biosciences（BigHat生物技术公司） 纠错

Comments NeurIPS 2025 AI4Science Workshop and NeurIPS 2025 Multi-modal Foundation Models and Large Language Models for Life Sciences Workshop

Mouse-Guided Gaze: Semi-Supervised Learning of Intention-Aware Representations for Reading Detection

Seongsil Heo, Roberto Manduchi

Comments Accepted at NeurIPS 2025 Foundation Models for the Brain and Body NeurIPS 2025 Workshop

The Platonic Universe: Do Foundation Models See the Same Sky?

UniverseTBD, :, Kshitij Duraphe, Michael J. Smith, Shashwat Sourav, John F. Wu

机构 * Independent Researcher（独立研究者） ； AstroAI ； Harvard-Smithsonian CfA（哈佛-史密松天体物理中心） ； University of Hertfordshire（赫特福德郡大学） ； Washington University St. Louis（圣路易斯华盛顿大学） ； Space Telescope Science Institute（空间望远镜科学研究所） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

Comments 9 pages, 3 tables, 1 figure. Accepted as a workshop paper to Machine Learning and the Physical Sciences at NeurIPS 2025

Mixture of Noise for Pre-Trained Model-Based Class-Incremental Learning

Kai Jiang, Zhengyan Shi, Dell Zhang, Hongyuan Zhang, Xuelong Li

机构 * School of Artificial Intelligence, OPtics and ElectroNics, Northwestern Polytechnical University（人工智能学院、光学与电子学院、西北工业大学） ； Institute of Artificial Intelligence (TeleAI) of China Telecom（中国电信人工智能研究院） ； School of Computer Science & School of Artificial Intelligence, Shanghai Jiao Tong University（计算机科学学院及人工智能学院、上海交通大学） ； University of Hong Kong（香港大学） 纠错

Comments Accepted by NeurIPS 2025. Code is available at https://github.com/ASCIIJK/MiN-NeurIPS2025

Causality-Induced Positional Encoding for Transformer-Based Representation Learning of Non-Sequential Features

Kaichen Xu, Yihang Du, Mianpeng Liu, Zimu Yu, Xiaobo Sun

机构 * Department of Computer Science, Emory University（埃默里大学计算机科学系） ； School of Statistics and Mathematics, Zhongnan University of Economics and Law（中南财经政法大学统计与数学学院） ； School of Medicine, Department of Human Genetics, Emory University（埃默里大学医学院人类遗传学系） 纠错

Comments Accepted by NeurIPS 2025

Efficient Rectified Flow for Image Fusion

Zirui Wang, Jiayi Zhang, Tianwei Guan, Yuhan Zhou, Xingyuan Li, Minjing Dong, Jinyuan Liu

机构 * City University of Hong Kong（香港城市大学） ； Dalian University of Technology（大连理工大学） ； Chinese University of Hong Kong（香港中文大学） ； Zhejiang University（浙江大学） 纠错

Comments Accepted by NeurIPS 2025

Minimal Semantic Sufficiency Meets Unsupervised Domain Generalization

Tan Pan, Kaiyu Guo, Dongli Xu, Zhaorui Tan, Chen Jiang, Deshu Chen, Xin Guo, Brian C. Lovell, Limei Han, Yuan Cheng, Mahsa Baktashmotlagh

机构 * AI 3（人工智能3） ； Fudan University（复旦大学） ； Shanghai Academy of Artificial Intelligence for Science（上海人工智能科学研究院） ； The University of Queensland（昆士兰大学） 纠错

Comments Accepted by NeurIPS 2025

No Encore: Unlearning as Opt-Out in Music Generation

Jinju Kim, Taehan Kim, Abdul Waheed, Jong Hwan, Rita Singh

机构 * Sungkyunkwan University（成均馆大学） ； Sogang University（ソガン大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Comments NeurIPS 2025 Workshop on AI for Music

FedRAIN-Lite: Federated Reinforcement Algorithms for Improving Idealised Numerical Weather and Climate Models

Pritthijit Nath, Sebastian Schemm, Henry Moss, Peter Haynes, Emily Shuckburgh, Mark Webb

机构 * Department of Applied Mathematics and Theoretical Physics, University of Cambridge（剑桥大学应用数学与理论物理系） ； School of Mathematical Sciences, Lancaster University（兰卡斯特大学数学科学学院） ； Department of Computer Science and Technology, University of Cambridge（剑桥大学计算机科学与技术系） ； Met Office Hadley Centre（英国气象局哈德利中心） 纠错

Comments Accepted for poster presentation at the NeurIPS 2025 workshop on Tackling Climate Change with Machine Learning. 21 pages, 6 figures

Embedding Alignment in Code Generation for Audio

Sam Kouteili, Hiren Madhu, George Typaldos, Mark Santolucito

机构 * Yale University（耶鲁大学） ； Columbia University（哥伦比亚大学） 纠错

Comments Accepted to NeurIPS 2025 AI4Music Workshop

Scent of Knowledge: Optimizing Search-Enhanced Reasoning with Information Foraging

Hongjin Qian, Zheng Liu

机构 * Beijing Academy of Artificial Intelligence（北京人工智能研究院） 纠错

Comments Neurips 25, Spotlight

EDBench: Large-Scale Electron Density Data for Molecular Modeling

Hongxin Xiang, Ke Li, Mingquan Liu, Zhixiang Cheng, Bin Yao, Wenjie Du, Jun Xia, Li Zeng, Xin Jin, Xiangxiang Zeng

机构 * College of Computer Science and Electronic Engineering, Hunan University（湖南大学计算机科学与电子工程学院） ； College of Life Sciences, East China Normal University（华东师范大学生命科学学院） ； College of Materials Science and Engineering, Hunan University（湖南大学材料科学与工程学院） ； University of Science and Technology of China（中国科学技术大学） ； AIMS Lab, The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）AIMS实验室） ； The Hong Kong University of Science and Technology（香港科技大学） ； Eastern Institute of Technology（技术研究所） 纠错

Comments accepted by NeurIPS 2025

Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models

Siwei Zhang, Yun Xiong, Yateng Tang, Jiarong Xu, Xi Chen, Zehao Gu, Xuezheng Hao, Zian Jia, Jiawei Zhang

机构 * Shanghai Key Laboratory of Data Science, School of Computer Science, Fudan University（上海数据科学 key laboratory，计算机科学学院，复旦大学） ； School of Management, Fudan University（管理学院，复旦大学） ； Tencent Weixin Group（腾讯微信集团） ； IFM Lab, University of California, Davis（加州大学戴维斯分校IFM实验室） 纠错

Comments Accepted by NeurIPS 2025

HawkBench: Investigating Resilience of RAG Methods on Stratified Information-Seeking Tasks

Hongjin Qian, Zheng Liu, Chao Gao, Yankai Wang, Defu Lian, Zhicheng Dou

机构 * Peking University（北京大学） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） ； Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； University of Science and Technology of China（中国科学技术大学） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

Comments Neurips 25 DB Track, Spotlight

SoFar: Language-Grounded Orientation Bridges Spatial Reasoning and Object Manipulation

Zekun Qi, Wenyao Zhang, Yufei Ding, Runpei Dong, Xinqiang Yu, Jingwen Li, Lingyun Xu, Baoyu Li, Xialin He, Guofan Fan, Jiazhao Zhang, Jiawei He, Jiayuan Gu, Xin Jin, Kaisheng Ma, Zhizheng Zhang, He Wang, Li Yi

机构 * Tsinghua University（清华大学） ； Shanghai Jiao Tong University（上海交通大学） ； Galbot ； Peking University（北京大学） ； UIUC（伊利诺伊大学香槟分校） ； ShanghaiTech University（上海交通大学） ； Eastern Institute of Technology（技术研究所） ； Shanghai Qi Zhi Institute（上海启智研究院） 纠错

Comments Accepted at NeurIPS 2025 Spotlight

FAIR Universe HiggsML Uncertainty Dataset and Competition

Lisa Benato, Wahid Bhimji, Paolo Calafiura, Ragansu Chakkappai, Po-Wen Chang, Yuan-Tang Chou, Sascha Diefenbacher, Jordan Dudley, Ibrahim Elsharkawy, Steven Farrell, Aishik Ghosh, Cristina Giordano, Isabelle Guyon, Chris Harris, Yota Hashizume, Shih-Chieh Hsu, Elham E. Khoda, Claudius Krause, Ang Li, Benjamin Nachman, Peter Nugent, David Rousseau, Robert Schoefbeck, Maryam Shooshtari, Dennis Schwarz, Benjamin Thorne, Ihsan Ullah, Daohan Wang, Yulei Zhang

机构 * Institute for High Energy Physics, Vienna（维也纳高等研究院） ； Lawrence Berkeley National Laboratory（伯克利国家实验室） ； Université Paris-Saclay, CNRS/IN2P3, IJCLab ChaLearn（巴黎-萨克雷大学，CNRS/IN2P3，IJCLab ChaLearn） ； University of Washington, Seattle（华盛顿大学，西雅图） ； University of California, Berkeley（加州大学伯克利分校） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of California, San Diego（加州大学圣地亚哥分校） ； ChaLearn 纠错

Comments FAIR Universe HiggsML Uncertainty Challenge Competition, submitted to NeurIPS 2025, Benchmark and Datasets track

OverLayBench: A Benchmark for Layout-to-Image Generation with Dense Overlaps

Bingnan Li, Chen-Yu Wang, Haiyang Xu, Xiang Zhang, Ethan Armand, Divyansh Srivastava, Xiaojun Shan, Zeyuan Chen, Jianwen Xie, Zhuowen Tu

机构 * UC San Diego（加州大学圣地亚哥分校） ； Lambda, Inc（Lambda公司） 纠错

Comments Accepted to NeurIPS 2025 Dataset&Benchmark Track

A Gradient Flow Approach to Solving Inverse Problems with Latent Diffusion Models

Tim Y. J. Wang, O. Deniz Akyildiz

Comments Accepted at the 2nd Workshop on Frontiers in Probabilistic Inference: Sampling Meets Learning, 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

ConViS-Bench: Estimating Video Similarity Through Semantic Concepts

Benedetta Liberatori, Alessandro Conti, Lorenzo Vaquero, Yiming Wang, Elisa Ricci, Paolo Rota

机构 * University of Trento（特伦托大学） ； Fondazione Bruno Kessler (FBK)（布鲁诺·凯斯勒基金会） 纠错

Comments Accepted to NeurIPS 2025

Video Killed the Energy Budget: Characterizing the Latency and Power Regimes of Open Text-to-Video Models

Julien Delavande, Regis Pierrard, Sasha Luccioni

机构 * Hugging Face 纠错

Comments 10 pages. Accepted as an oral presentation at the NeurIPS 2025 NextVid Workshop (San Diego, December 6, 2025)

Position: Human-Robot Interaction in Embodied Intelligence Demands a Shift From Static Privacy Controls to Dynamic Learning

Shuning Zhang, Hong Jia, Simin Li, Ting Dang, Yongquan `Owen' Hu, Xin Yi, Hewu Li

Comments To be published in NeurIPS 2025 Workshop on Bridging Language, Agent, and World Models for Reasoning and Planning

The Transparent Earth: A Multimodal Foundation Model for the Earth's Subsurface

Arnab Mazumder, Javier E. Santos, Noah Hobbs, Mohamed Mehana, Daniel O'Malley

机构 * Energy and Natural Resources Security Group（能源与自然资源安全组） ； Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室） 纠错

Comments Accepted at the Neurips 2025 AI4Science Workshop

Unveiling Chain of Step Reasoning for Vision-Language Models with Fine-grained Rewards

Honghao Chen, Xingzhou Lou, Xiaokun Feng, Kaiqi Huang, Xinlong Wang

机构 * 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） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） 纠错

Comments Accepted by NeurIPS 2025

Exploring Heterophily in Graph-level Tasks

Qinhan Hou, Yilun Zheng, Xichun Zhang, Sitao Luan, Jing Tang

机构 * Doctoral Program of Computer Science University of Helsinki（赫尔辛基大学计算机科学博士项目） ； Research Program in Systems Oncology Faculty of Medicine University of Helsinki（赫尔辛基大学医学学院系统肿瘤研究计划） ； Centre for Information Sciences and Systems Nanyang Technological University（南洋理工大学信息科学与系统中心） ； University of Montreal（蒙特利尔大学） ； Mila Quebec Artificial Intelligence Institute（魁北克人工智能研究所） 纠错

Comments Accectped by NeurIPS 2025 Workshop, New Perspectives in Advancing Graph Machine Learning (NPGML)

TriFusion-AE: Language-Guided Depth and LiDAR Fusion for Robust Point Cloud Processing

Susmit Neogi

机构 * Department of Mechanical Engineering（机械工程系） ； Indian Institute of Technology Bombay（印度理工学院班加罗尔） ； Mumbai, India（孟买，印度） 纠错

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

Securing the Language of Life: Inheritable Watermarks from DNA Language Models to Proteins

Zaixi Zhang, Ruofan Jin, Le Cong, Mengdi Wang

Comments Accepted by NeurIPS 2025

Adaptive Kernel Design for Bayesian Optimization Is a Piece of CAKE with LLMs

Richard Cornelius Suwandi, Feng Yin, Juntao Wang, Renjie Li, Tsung-Hui Chang, Sergios Theodoridis

机构 * The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of Athens（雅典大学） 纠错

Comments Accepted as Poster at NeurIPS 2025

StableGuard: Towards Unified Copyright Protection and Tamper Localization in Latent Diffusion Models

Haoxin Yang, Bangzhen Liu, Xuemiao Xu, Cheng Xu, Yuyang Yu, Zikai Huang, Yi Wang, Shengfeng He

机构 * South China University of Technology（南方科技大学） ； Singapore Management University（新加坡国立管理学院） ； Dongguan University of Technology（东莞大学） 纠错

Comments Accepted by NeurIPS 2025

HyRF: Hybrid Radiance Fields for Memory-efficient and High-quality Novel View Synthesis

Zipeng Wang, Dan Xu

Comments Accepted at NeurIPS 2025