NeurIPS

Track, Inpaint, Resplat: Subject-driven 3D and 4D Generation with Progressive Texture Infilling

Shuhong Zheng, Ashkan Mirzaei, Igor Gilitschenski

机构 * University of Toronto（多伦多大学） ； Vector Institute（向量研究所） ； Snap Inc.（Snap公司） 纠错

Comments NeurIPS 2025, 38 pages, 22 figures

InFlux: A Benchmark for Self-Calibration of Dynamic Intrinsics of Video Cameras

Erich Liang, Roma Bhattacharjee, Sreemanti Dey, Rafael Moschopoulos, Caitlin Wang, Michel Liao, Grace Tan, Andrew Wang, Karhan Kayan, Stamatis Alexandropoulos, Jia Deng

机构 * Department of Computer Science, Princeton University（普林斯顿大学计算机科学系） 纠错

Comments Accepted at NeurIPS 2025 DB Track, Camera Ready Version. Supplementary material included

TAMI: Taming Heterogeneity in Temporal Interactions for Temporal Graph Link Prediction

Zhongyi Yu, Jianqiu Wu, Zhenghao Wu, Shuhan Zhong, Weifeng Su, Chul-Ho Lee, Weipeng Zhuo

机构 * Beijing Normal-Hong Kong Baptist University（北京师范大学-香港 Baptist大学） ； University College Dublin（都柏林大学） ； The Hong Kong University of Science and Technology（香港科学与技术大学） ； Texas State University（德克萨斯州立大学） ； Guangdong Provincial / Zhuhai Key Laboratory of IRADS, China（广东/珠海IRADS重点实验室，中国） 纠错

Comments Accepted to NeurIPS 2025

More Than Generation: Unifying Generation and Depth Estimation via Text-to-Image Diffusion Models

Hongkai Lin, Dingkang Liang, Mingyang Du, Xin Zhou, Xiang Bai

机构 * Huazhong University of Science and Technology（华中科技大学） 纠错

Comments Accepted by NeurIPS 2025. The code will be made available at https://github.com/H-EmbodVis/MERGE

EgoThinker: Unveiling Egocentric Reasoning with Spatio-Temporal CoT

Baoqi Pei, Yifei Huang, Jilan Xu, Yuping He, Guo Chen, Fei Wu, Yu Qiao, Jiangmiao Pang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Zhejiang University（浙江大学） ； The University of Tokyo（东京大学） ； Fudan University（复旦大学） ； Nanjing University（南京大学） 纠错

Comments Accepted at NeurIPS 2025

Sequential Multi-Agent Dynamic Algorithm Configuration

Chen Lu, Ke Xue, Lei Yuan, Yao Wang, Yaoyuan Wang, Sheng Fu, Chao Qian

机构 * National Key Laboratory for Novel Software Technology, Nanjing University, China（新型软件技术国家重点实验室，南京大学，中国） ； School of Artificial Intelligence, Nanjing University, China（人工智能学院，南京大学，中国） ； Advanced Computing and Storage Lab, Huawei Technologies Co., Ltd. Shenzhen, China（先进计算与存储实验室，华为技术有限公司，深圳，中国） 纠错

Comments NeurIPS 2025

When No Paths Lead to Rome: Benchmarking Systematic Neural Relational Reasoning

Anirban Das, Irtaza Khalid, Rafael Peñaloza, Steven Schockaert

机构 * Cardiff University（卡迪夫大学） ； University of Milano-Bicocca（米兰-比科卡大学） 纠错

Comments accepted at NeurIPS 2025 D&B track

COOPERA: Continual Open-Ended Human-Robot Assistance

Chenyang Ma, Kai Lu, Ruta Desai, Xavier Puig, Andrew Markham, Niki Trigoni

机构 * University of Oxford（牛津大学） 纠错

Comments NeurIPS 2025 (Spotlight); Project Page: https://dannymcy.github.io/coopera/

Tighter CMI-Based Generalization Bounds via Stochastic Projection and Quantization

Milad Sefidgaran, Kimia Nadjahi, Abdellatif Zaidi

机构 * Paris Research Center, Huawei Technologies France（华为法国巴黎研究中心） ； CNRS, ENS Paris, France（法国国家科学研究中心、巴黎高等师范学校） ； Université Gustave Eiffel, France（法国埃菲尔大学） 纠错

Comments Accepted for oral presentation at NeurIPS 2025

Coresets for Clustering Under Stochastic Noise

Lingxiao Huang, Zhize Li, Nisheeth K. Vishnoi, Runkai Yang, Haoyu Zhao

机构 * Nanjing University（南京大学） ； Singapore Management University（新加坡管理大学） ； Yale University（耶鲁大学） ； Princeton University（普林斯顿大学） 纠错

Comments This paper has been accepted by NeurIPS 2025

MiCADangelo: Fine-Grained Reconstruction of Constrained CAD Models from 3D Scans

Ahmet Serdar Karadeniz, Dimitrios Mallis, Danila Rukhovich, Kseniya Cherenkova, Anis Kacem, Djamila Aouada

机构 * SnT, University of Luxembourg（斯蒂尔研究所，卢森堡大学） 纠错

Comments Accepted at NeurIPS 2025

Predicting symbolic ODEs from multiple trajectories

Yakup Emre Şahin, Niki Kilbertus, Sören Becker

机构 * Helmholtz Munich（海德堡-慕尼黑研究所） ； Technical University of Munich（慕尼黑技术大学） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） 纠错

Comments Published at: 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Machine Learning and the Physical Sciences

ESCA: Contextualizing Embodied Agents via Scene-Graph Generation

Jiani Huang, Amish Sethi, Matthew Kuo, Mayank Keoliya, Neelay Velingker, JungHo Jung, Ser-Nam Lim, Ziyang Li, Mayur Naik

Comments Accepted as a Spotlight Paper at NeurIPS 2025

The Complexity Trap: Simple Observation Masking Is as Efficient as LLM Summarization for Agent Context Management

Tobias Lindenbauer, Igor Slinko, Ludwig Felder, Egor Bogomolov, Yaroslav Zharov

机构 * JetBrains Research（JetBrains研究院） ； School of Computation, Information and Technology, Technical University of Munich（技术大学慕尼黑计算、信息与技术学院） 纠错

Comments v3: DL4C camera-ready version to be presented at the 4th DL4C workshop co-located with NeurIPS '25; added OpenHands generality probe, added hybrid context management strategy

Constrained Entropic Unlearning: A Primal-Dual Framework for Large Language Models

Taha Entesari, Arman Hatami, Rinat Khaziev, Anil Ramakrishna, Mahyar Fazlyab

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Amazon（亚马逊） 纠错

Comments The Thirty-Ninth Annual Conference on Neural Information Processing Systems

Psi-Sampler: Initial Particle Sampling for SMC-Based Inference-Time Reward Alignment in Score Models

Taehoon Yoon, Yunhong Min, Kyeongmin Yeo, Minhyuk Sung

机构 * KAIST（韩国科学技术院） 纠错

Comments NeurIPS 2025, Spotlight Presentation

Less is More: Local Intrinsic Dimensions of Contextual Language Models

Benjamin Matthias Ruppik, Julius von Rohrscheidt, Carel van Niekerk, Michael Heck, Renato Vukovic, Shutong Feng, Hsien-chin Lin, Nurul Lubis, Bastian Rieck, Marcus Zibrowius, Milica Gašić

机构 * Faculty of Mathematics and Natural Sciences, Heinrich Heine University Düsseldorf（明斯特大学数学与自然科学学院） ； Institute of AI for Health, Helmholtz Munich（健康人工智能研究所） ； Technical University of Munich（慕尼黑技术大学） ； University of Fribourg（弗里堡大学） 纠错

Comments Accepted at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025; in press). 10 pages, with an additional 17 pages in the appendix. Our code is available at https://github.com/aidos-lab/Topo_LLM_public and https://github.com/aidos-lab/grokking-via-lid

Journal ref Advances in Neural Information Processing Systems, Volume 38 (NeurIPS 2025)

ProSpero: Active Learning for Robust Protein Design Beyond Wild-Type Neighborhoods

Michal Kmicikiewicz, Vincent Fortuin, Ewa Szczurek

机构 * Institute of AI for Health, Helmholtz Munich（亥姆霍兹慕尼黑人工智能健康研究所） ； School of Computation, Information and Technology, Technical University of Munich（慕尼黑技术大学计算、信息与技术学院） ； Helmholtz AI（亥姆霍兹人工智能研究所） ； Munich Center for Machine Learning（慕尼黑机器学习中心） ； Faculty of Mathematics, Informatics and Mechanics, University of Warsaw（华沙大学数学、信息学与力学学院） 纠错

Comments NeurIPS 2025

MOOSE-Chem2: Exploring LLM Limits in Fine-Grained Scientific Hypothesis Discovery via Hierarchical Search

Zonglin Yang, Wanhao Liu, Ben Gao, Yujie Liu, Wei Li, Tong Xie, Lidong Bing, Wanli Ouyang, Erik Cambria, Dongzhan Zhou

机构 * Nanyang Technological University（南洋理工大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Science and Technology of China（中国科学技术大学） ； Wuhan University（武汉大学） ； National University of Singapore（新加坡国立大学） ； University of New South Wales（新南威尔士大学） ； MiroMind ； The Chinese University of Hong Kong（香港中文大学） 纠错

Comments Accepted by NeurIPS 2025

DataRater: Meta-Learned Dataset Curation

Dan A. Calian, Gregory Farquhar, Iurii Kemaev, Luisa M. Zintgraf, Matteo Hessel, Jeremy Shar, Junhyuk Oh, András György, Tom Schaul, Jeffrey Dean, Hado van Hasselt, David Silver

机构 * Google（谷歌） ； DeepMind 纠错

Comments NeurIPS 2025

The Atlas of In-Context Learning: How Attention Heads Shape In-Context Retrieval Augmentation

Patrick Kahardipraja, Reduan Achtibat, Thomas Wiegand, Wojciech Samek, Sebastian Lapuschkin

机构 * Department of Artificial Intelligence, Fraunhofer Heinrich Hertz Institute（人工智能系，弗劳恩霍夫海因里希·赫兹研究所） ； Department of Electrical Engineering and Computer Science, Technische Universität Berlin（电气工程与计算机科学系，柏林技术大学） ； BIFOLD - Berlin Institute for the Foundations of Learning and Data（柏林学习与数据基础研究所） ； Centre of eXplainable Artificial Intelligence, Technological University Dublin（可解释人工智能中心，都柏林技术大学） 纠错

Comments Accepted at NeurIPS 2025

Fast Rate Bounds for Multi-Task and Meta-Learning with Different Sample Sizes

Hossein Zakerinia, Christoph H. Lampert

机构 * Institute of Science and Technology Austria (ISTA)（奥地利科学与技术研究院） 纠错

Comments Conference on Neural Information Processing Systems (NeurIPS), 2025

Validating LLM-as-a-Judge Systems under Rating Indeterminacy

Luke Guerdan, Solon Barocas, Kenneth Holstein, Hanna Wallach, Zhiwei Steven Wu, Alexandra Chouldechova

Comments NeurIPS 2025

Convolutional Hierarchical Deep Learning Neural Networks-Tensor Decomposition (C-HiDeNN-TD): a scalable surrogate modeling approach for large-scale physical systems

Jiachen Guo, Chanwook Park, Xiaoyu Xie, Zhongsheng Sang, Gregory J. Wagner, Wing Kam Liu

Journal ref NeurIPS 2024 workshop on Data-driven and Differentiable Simulations, Surrogates, and Solvers

Increasing LLM Coding Capabilities through Diverse Synthetic Coding Tasks

Amal Abed, Ivan Lukic, Jörg K. H. Franke, Frank Hutter

机构 * University of Freiburg（弗赖堡大学） ； ELLIS Institute Tübingen（图宾根ELLIS研究所） ； Open-Sci Collective（开放科学集体） ； LAION ； Prior Labs（Prior实验室） 纠错

Comments Presented at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: The 4th Deep Learning for Code Workshop (DL4C)

Evaluation of Vision-LLMs in Surveillance Video

Pascal Benschop, Cristian Meo, Justin Dauwels, Jelte P. Mense

机构 * Department of Computer Science（计算机科学系） ； Delft University of Technology（代尔夫特理工大学） ； LatentWorlds AI ； National Policelab AI & Model-Driven Decisions Lab（国家警务实验室AI与模型驱动决策实验室） 纠错

Comments Accepted as poster in the NeurIPS 2025 Workshop on Space in Vision, Language, and Embodied AI

Implicit Modeling for Transferability Estimation of Vision Foundation Models

Yaoyan Zheng, Huiqun Wang, Nan Zhou, Di Huang

机构 * State Key Laboratory of Complex and Critical Software Environment, Beihang University, Beijing, China（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, Beijing, China（计算机科学与工程学院，北京航空航天大学） 纠错

Comments Accepted by NeurIPS 2025

Beyond Higher Rank: Token-wise Input-Output Projections for Efficient Low-Rank Adaptation

Shiwei Li, Xiandi Luo, Haozhao Wang, Xing Tang, Ziqiang Cui, Dugang Liu, Yuhua Li, Xiuqiang He, Ruixuan Li

机构 * Huazhong University of Science and Technology（华中科技大学） ； Shenzhen Technology University（深圳技术大学） ； City University of Hong Kong（香港城市大学） ； Shenzhen University（深圳大学） 纠错

Comments Accepted by NeurIPS 2025

Think before Recommendation: Autonomous Reasoning-enhanced Recommender

Xiaoyu Kong, Junguang Jiang, Bin Liu, Ziru Xu, Han Zhu, Jian Xu, Bo Zheng, Jiancan Wu, Xiang Wang

机构 * Taobao & Tmall Group of Alibaba, China（阿里巴巴集团淘宝与天猫事业部） ； National University of Singapore（新加坡国立大学） ； Institute of Dataspace, Hefei Comprehensive National Science Center（合肥综合国家科学中心数据空间研究院） ； Shanghai Key Laboratory of Data Science（上海数据科学重点实验室） 纠错

Comments NeurIPS 2025 poster

LLM Meets Diffusion: A Hybrid Framework for Crystal Material Generation

Subhojyoti Khastagir, Kishalay Das, Pawan Goyal, Seung-Cheol Lee, Satadeep Bhattacharjee, Niloy Ganguly

机构 * Indian Institute of Technology, Kharagpur, India（印度理工学院，克哈格普尔分校） ； Indo Korea Science and Technology Center, Bangalore, India（印韩科学技术中心，班加罗尔） 纠错

Comments NeurIPS 2025