NeurIPS

Effective Policy Learning for Multi-Agent Online Coordination Beyond Submodular Objectives

Qixin Zhang, Yan Sun, Can Jin, Xikun Zhang, Yao Shu, Puning Zhao, Li Shen, Dacheng Tao

机构 * College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算机与数据科学学院） ； The University of Sydney（悉尼大学） ； Hong Kong University of Science and Technology(Guangzhou)（香港科技大学（广州）） ； Rutgers University（罗格斯大学） ； Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） 纠错

Comments Accepted to NeurIPS 2025

Orochi: Versatile Biomedical Image Processor

Gaole Dai, Chenghao Zhou, Yu Zhou, Rongyu Zhang, Yuan Zhang, Chengkai Hou, Tiejun Huang, Jianxu Chen, Shanghang Zhang

Comments accepted by 39th Conference on Neural Information Processing Systems (NeurIPS 2025) as spotlight paper

SoDaDE: Solvent Data-Driven Embeddings with Small Transformer Models

Gabriel Kitso Gibberd, Jose Pablo Folch, Antonio Del Rio Chanona

机构 * Imperial College London（帝国理工学院伦敦分校） ； SOLVE Chemistry（SOLVE化学） 纠错

Comments 7 pages, 2 figures, 3 tables, to be presented as a poster at the NeurIPS 2025 Workshop on Machine Learning and the Physical Sciences

MesaTask: Towards Task-Driven Tabletop Scene Generation via 3D Spatial Reasoning

Jinkun Hao, Naifu Liang, Zhen Luo, Xudong Xu, Weipeng Zhong, Ran Yi, Yichen Jin, Zhaoyang Lyu, Feng Zheng, Lizhuang Ma, Jiangmiao Pang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； SII Southern University of Science and Technology（南方科技大学） ； Peking University（北京大学） 纠错

Comments Accepted by NeurIPS 2025; Project page: https://mesatask.github.io/

DualFocus: Depth from Focus with Spatio-Focal Dual Variational Constraints

Sungmin Woo, Sangyoun Lee

机构 * Yonsei University（延世大学） 纠错

Comments Accepted by NeurIPS 2025

Mind-the-Glitch: Visual Correspondence for Detecting Inconsistencies in Subject-Driven Generation

Abdelrahman Eldesokey, Aleksandar Cvejic, Bernard Ghanem, Peter Wonka

机构 * KAUST, Saudi Arabia（卡士大学） 纠错

Comments NeurIPS 2025 (Spotlight). Project Page: https://abdo-eldesokey.github.io/mind-the-glitch/

Structural Information-based Hierarchical Diffusion for Offline Reinforcement Learning

Xianghua Zeng, Hao Peng, Angsheng Li, Yicheng Pan

机构 * State Key Laboratory of Software Development Environment（软件开发环境国家重点实验室） ； Beihang University（北京航空航天大学） ； Zhongguancun Laboratory（中关村实验室） 纠错

Comments Accepted by NeurIPS 2025

DynaNav: Dynamic Feature and Layer Selection for Efficient Visual Navigation

Jiahui Wang, Changhao Chen

机构 * College of Design and Engineering, National University of Singapore（设计与工程学院，新加坡国立大学） ； PEAK-Lab, The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）PEAK实验室） 纠错

Comments Accepted as a poster in NeurIPS 2025

SingRef6D: Monocular Novel Object Pose Estimation with a Single RGB Reference

Jiahui Wang, Haiyue Zhu, Haoren Guo, Abdullah Al Mamun, Cheng Xiang, Tong Heng Lee

机构 * College of Design and Engineering, National University of Singapore（新加坡国立大学设计与工程学院） ； SIMTech, Agency for Science, Technology and Research (A*STAR)（新加坡科技研究局SIMTech） 纠错

Comments Accepted as a poster in NeurIPS 2025

Spatial Reasoning in Foundation Models: Benchmarking Object-Centric Spatial Understanding

Vahid Mirjalili, Ramin Giahi, Sriram Kollipara, Akshay Kekuda, Kehui Yao, Kai Zhao, Jianpeng Xu, Kaushiki Nag, Sinduja Subramaniam, Topojoy Biswas, Evren Korpeoglu, Kannan Achan

机构 * Walmart Global Tech（沃尔玛全球科技） 纠错

Comments 4 pages, NeurIPS Workshop SpaVLE

SpecMER: Fast Protein Generation with K-mer Guided Speculative Decoding

Thomas Walton, Darin Tsui, Aryan Musharaf, Amirali Aghazadeh

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

Comments Accepted as spotlight at NeurIPS 2025

Understanding and Enhancing Mask-Based Pretraining towards Universal Representations

Mingze Dong, Leda Wang, Yuval Kluger

机构 * Yale University（耶鲁大学） 纠错

Comments NeurIPS 2025

Accelerate Creation of Product Claims Using Generative AI

Po-Yu Liang, Yong Zhang, Tatiana Hwa, Aaron Byers

机构 * Department of Computer Science University of Cincinnati（计算机科学系 奥克兰大学） ； Corporate Functions R&D, Discovery& Innovation Platforms, P&G（企业职能研发、发现与创新平台，宝洁公司） ； Beauty Care IT, P&G（美容护理IT，宝洁公司） ； Beauty Care R&D, P&G（美容护理研发，宝洁公司） 纠错

Comments This paper has been accepted at the GenProCC workshop (NeurIPS 2025)

4DGCPro: Efficient Hierarchical 4D Gaussian Compression for Progressive Volumetric Video Streaming

Zihan Zheng, Zhenlong Wu, Houqiang Zhong, Yuan Tian, Ning Cao, Lan Xu, Jiangchao Yao, Xiaoyun Zhang, Qiang Hu, Wenjun Zhang

机构 * Cooperative Medianet Innovation Center, Shanghai Jiaotong University（合作中位网创新中心，上海交通大学） ； Department of Electronics, Shanghai Jiaotong University（电子工程系，上海交通大学） ； Shanghai AI Lab（上海人工智能实验室） ； Cloud platform department, E-surfing Vision Technology Co., Ltd.（云平台部门，E-surfing Vision Technology有限公司） ； School of Information Science and Technology, ShanghaiTech University（信息科学与技术学院，上海科技大学） 纠错

Comments NeurIPS 2025

SIU3R: Simultaneous Scene Understanding and 3D Reconstruction Beyond Feature Alignment

Qi Xu, Dongxu Wei, Lingzhe Zhao, Wenpu Li, Zhangchi Huang, Shunping Ji, Peidong Liu

机构 * Wuhan University（武汉大学） ； Westlake University（西湖大学） ； Westlake Institute for Advanced Study（西湖研究所以及先进科学研究所） ； Zhejiang University（浙江大学） 纠错

Comments Accepted to NeurIPS'25 (Spotlight). Project page: https://insomniaaac.github.io/siu3r/

OrthoGrad Improves Neural Calibration

C. Evans Hedges

机构 * University of Denver（丹佛大学） 纠错

Comments Accepted at Opt2025 at NeurIPS 2025

Geometry aware inference of steady state PDEs using Equivariant Neural Fields representations

Giovanni Catalani, Michael Bauerheim, Frédéric Tost, Xavier Bertrand, Joseph Morlier

机构 * Airbus（空客） ； ISAE-Supaero（ISAE-苏普尔摩） ； Université de Toulouse（图卢兹大学） 纠错

Comments NeurIPS 2025 AI for Science workshop

On the Value of Cross-Modal Misalignment in Multimodal Representation Learning

Yichao Cai, Yuhang Liu, Erdun Gao, Tianjiao Jiang, Zhen Zhang, Anton van den Hengel, Javen Qinfeng Shi

机构 * Australian Institute for Machine Learning（澳大利亚机器学习研究所） ； The University of Adelaide（阿德莱德大学） 纠错

Comments NeurIPS 2025 camera-ready version (with checklist removed for presentation clarity)

Training-Free Bayesianization for Low-Rank Adapters of Large Language Models

Haizhou Shi, Yibin Wang, Ligong Han, Huan Zhang, Hao Wang

机构 * Rutgers University（新泽西罗格斯大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Red Hat AI Innovation（红帽AI创新） 纠错

Comments Accepted at NeurIPS 2025

DOTA: Distributional Test-Time Adaptation of Vision-Language Models

Zongbo Han, Jialong Yang, Guangyu Wang, Junfan Li, Qianli Xu, Mike Zheng Shou, Changqing Zhang

机构 * State Key Laboratory of Networking and Switching Technology（网络与交换技术国家重点实验室） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； College of Intelligence and Computing（智能与计算学院） ； Tianjin University（天津大学） ； School of Computer Science and Technology（计算机科学与技术学院） ； Harbin Institute of Technology Shenzhen（哈尔滨工业大学深圳学院） ； Institute for Infocomm Research, A*STAR（信息通信研究机构，A*STAR） ； Show Lab, National University of Singapore（新加坡国立大学Show实验室） ； National University of Singapore（新加坡国立大学） 纠错

Comments Accepted by NeurIPS 2025

The Limit Points of (Optimistic) Gradient Descent in Min-Max Optimization

Constantinos Daskalakis, Ioannis Panageas

机构 * MIT（麻省理工学院） 纠错

Comments Appeared in NeurIPS 2018. The new version fixes typos