NeurIPS

Enhancing Compositional Reasoning in CLIP via Reconstruction and Alignment of Text Descriptions

Jihoon Kwon, Kyle Min, Jy-yong Sohn

机构 * Seoul National University（首尔国立大学） ； Oracle（Oracle公司） ； Yonsei University（延世大学） ； Intel Labs（英特尔实验室） 纠错

Comments Accepted at NeurIPS 2025 (poster). This is the camera-ready version

Structured Temporal Causality for Interpretable Multivariate Time Series Anomaly Detection

Dongchan Cho, Jiho Han, Keumyeong Kang, Minsang Kim, Honggyu Ryu, Namsoon Jung

机构 * Industrial AI Lab, SimPlatform Co. Ltd.（SimPlatform公司工业AI实验室） ； Affiliate Research Institute（附属研究机构） 纠错

Comments Accepted by NeurIPS 2025

VIPAMIN: Visual Prompt Initialization via Embedding Selection and Subspace Expansion

Jaekyun Park, Hye Won Chung

Comments NeurIPS 2025

MeCeFO: Enhancing LLM Training Robustness via Fault-Tolerant Optimization

Rizhen Hu, Yutong He, Ran Yan, Mou Sun, Binghang Yuan, Kun Yuan

Comments NeurIPS 2025 poster

Conformal Prediction in The Loop: A Feedback-Based Uncertainty Model for Trajectory Optimization

Han Wang, Chao Ning

机构 * School of Automation and Intelligent Sensing（自动化与智能感知学院） ； Shanghai Jiao Tong University（上海交通大学） 纠错

Comments Accepted by NeurIPS 2025 Main Track

The Burden of Interactive Alignment with Inconsistent Preferences

Ali Shirali

机构 * UC Berkeley（伯克利大学） 纠错

Comments Published as a conference paper at NeurIPS 2025

Time-Embedded Algorithm Unrolling for Computational MRI

Junno Yun, Yaşar Utku Alçalar, Mehmet Akçakaya

Comments Neural Information Processing Systems (NeurIPS), 2025

QSVD: Efficient Low-rank Approximation for Unified Query-Key-Value Weight Compression in Low-Precision Vision-Language Models

Yutong Wang, Haiyu Wang, Sai Qian Zhang

机构 * Tandon School of Engineering, New York University（纽约大学工程学院） ； Courant Institute of Mathematical Sciences, New York University（纽约大学数学科学学院） 纠错

Comments Accepted as Spotlight paper by NeurIPS 2025

Disentangling Hyperedges through the Lens of Category Theory

Yoonho Lee, Junseok Lee, Sangwoo Seo, Sungwon Kim, Yeongmin Kim, Chanyoung Park

机构 * KAIST（韩国科学技术院） 纠错

Comments Accepted to NeurIPS 2025

GuideFlow3D: Optimization-Guided Rectified Flow For Appearance Transfer

Sayan Deb Sarkar, Sinisa Stekovic, Vincent Lepetit, Iro Armeni

机构 * Stanford University（斯坦福大学） ； ENPC, IP Paris（巴黎理工学院） 纠错

Comments NeurIPS 2025. Project Page: https://sayands.github.io/guideflow3d/

DAWP: A framework for global observation forecasting via Data Assimilation and Weather Prediction in satellite observation space

Junchao Gong, Jingyi Xu, Ben Fei, Fenghua Ling, Wenlong Zhang, Kun Chen, Wanghan Xu, Weidong Yang, Xiaokang Yang, Lei Bai

机构 * Shanghai Jiao Tong University（上海交通大学） ； Fudan University（复旦大学） ； The Chinese University of Hong Kong Shanghai AI Laboratory（香港中文大学上海人工智能实验室） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

Journal ref https://neurips.cc/virtual/2025/poster/120074

Learning to Watermark: A Selective Watermarking Framework for Large Language Models via Multi-Objective Optimization

Chenrui Wang, Junyi Shu, Billy Chiu, Yu Li, Saleh Alharbi, Min Zhang, Jing Li

机构 * Harbin Institute of Technology, Shenzhen, China（哈尔滨工业大学（深圳）） ； Lingnan University（岭大大学） ； Zhejiang University（浙江大学） ； Shaqra University, Saudi Arabia（沙迦大学） 纠错

Comments 28 pages, 11 figures, NeurIPS 2025 Poster

Predict Training Data Quality via Its Geometry in Metric Space

Yang Ba, Mohammad Sadeq Abolhasani, Rong Pan

Comments Accepted to the NeurIPS 2025 Workshop on New Perspectives in Graph Machine Learning

One Token Embedding Is Enough to Deadlock Your Large Reasoning Model

Mohan Zhang, Yihua Zhang, Jinghan Jia, Zhangyang Wang, Sijia Liu, Tianlong Chen

机构 * University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） ； Michigan State University（密歇根州立大学） ； University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

Comments NeurIPS 2025

Revisiting the UID Hypothesis in LLM Reasoning Traces

Minju Gwak, Guijin Son, Jaehyung Kim

机构 * Department of Artificial Intelligence（人工智能系） ； Yonsei University（延世大学） ； OneLine AI 纠错

Journal ref The 5th Workshop on Mathematical Reasoning and AI, NeurIPS 2025

MaterialRefGS: Reflective Gaussian Splatting with Multi-view Consistent Material Inference

Wenyuan Zhang, Jimin Tang, Weiqi Zhang, Yi Fang, Yu-Shen Liu, Zhizhong Han

机构 * School of Software, Tsinghua University, Beijing, China（清华大学软件学院） ； Center for AI and Robotics (CAIR), NYU Abu Dhabi, UAE（纽约大学阿布扎比分校人工智能与机器人中心） ； Department of Computer Science, Wayne State University, Detroit, USA（韦恩州立大学计算机科学系） 纠错

Comments Accepted by NeurIPS 2025. Project Page: https://wen-yuan-zhang.github.io/MaterialRefGS

HOI-Dyn: Learning Interaction Dynamics for Human-Object Motion Diffusion

Lin Wu, Zhixiang Chen, Jianglin Lan

机构 * James Watt School of Engineering University of Glasgow（詹姆斯·瓦特工程学院格拉斯哥大学） ； School of Computer Science University of Sheffield（计算机科学学院谢菲尔德大学） 纠错

Comments Accepted by NeurIPS 2025

Rao-Blackwellised Reparameterisation Gradients

Kevin H. Lam, Thang D. Bui, George Deligiannidis, Yee Whye Teh

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

CoVoMix2: Advancing Zero-Shot Dialogue Generation with Fully Non-Autoregressive Flow Matching

Leying Zhang, Yao Qian, Xiaofei Wang, Manthan Thakker, Dongmei Wang, Jianwei Yu, Haibin Wu, Yuxuan Hu, Jinyu Li, Yanmin Qian, Sheng Zhao

机构 * Shanghai Jiao Tong University（上海交通大学） ； Microsoft（微软公司） 纠错

Comments Neural Information Processing Systems 2025, poster

MGE-LDM: Joint Latent Diffusion for Simultaneous Music Generation and Source Extraction

Yunkee Chae, Kyogu Lee

机构 * Music and Audio Research Group (MARG)（音乐与音频研究组） ； Interdisciplinary Program in Artificial Intelligence (IPAI)（人工智能跨学科项目） ； AIIS（人工智能研究所） ； Department of Intelligence and Information（智能与信息系） 纠错

Comments Accepted by NeurIPS 2025

Unifying Attention Heads and Task Vectors via Hidden State Geometry in In-Context Learning

Haolin Yang, Hakaze Cho, Yiqiao Zhong, Naoya Inoue

机构 * University of Chicago（芝加哥大学） ； JAIST ； University of Wisconsin - Madison（威斯康星大学麦迪逊分校） ； RIKEN（日本研究机构） 纠错

Comments 52 pages, 70 figures, 24 tables, NeurIPS 2025

Understanding Prompt Tuning and In-Context Learning via Meta-Learning

Tim Genewein, Li Kevin Wenliang, Jordi Grau-Moya, Anian Ruoss, Laurent Orseau, Marcus Hutter

机构 * Google DeepMind（谷歌DeepMind） 纠错

Comments Accepted and presented at NeurIPS 2025

MergeBench: A Benchmark for Merging Domain-Specialized LLMs

Yifei He, Siqi Zeng, Yuzheng Hu, Rui Yang, Tong Zhang, Han Zhao

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments NeurIPS 2025 Track on Datasets and Benchmarks

Learning Cocoercive Conservative Denoisers via Helmholtz Decomposition for Poisson Inverse Problems

Deliang Wei, Peng Chen, Haobo Xu, Jiale Yao, Fang Li, Tieyong Zeng

机构 * School of Mathematical Sciences, East China Normal University（东华大学数学系） ； School of Mathematical Sciences, Key Laboratory of MEA (Ministry of Education), Shanghai Key Laboratory of PMMP, East China Normal University（东华大学数学系） ； Institute for Advanced Study, Beijing Normal-Hong Kong Baptist University（北京师范大学-香港 Baptist大学高级研究院） ； School of Mathematics and Statistics, Guangzhou Nanfang College（广州南方学院数学系） 纠错

Comments 31 pages. This paper has been accepted by NeurIPs 2025

Online Feedback Efficient Active Target Discovery in Partially Observable Environments

Anindya Sarkar, Binglin Ji, Yevgeniy Vorobeychik

Comments 31 pages, 28 figures, Accepted to NeurIPS 2025

Jasmine: Harnessing Diffusion Prior for Self-supervised Depth Estimation

Jiyuan Wang, Chunyu Lin, Cheng Guan, Lang Nie, Jing He, Haodong Li, Kang Liao, Yao Zhao

机构 * BJTU（北京工业大学） ； NTU（国立台湾大学） ； HKUST（香港科技大学） ； CQUPT（重庆邮电大学） 纠错

Comments Accepted to NeurIPS 2025. 23 pages, with the appendix

GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images

Xiang Lan, Feng Wu, Kai He, Qinghao Zhao, Shenda Hong, Mengling Feng

机构 * National University of Singapore（新加坡国立大学） ； Peking University People’s Hospital（北京大学人民医院） ； Peking University（北京大学） 纠错

Comments NeurIPS 2025 Camera-Ready

MPCache: MPC-Friendly KV Cache Eviction for Efficient Private LLM Inference

Wenxuan Zeng, Ye Dong, Jinjin Zhou, Jin Tan, Lei Wang, Tao Wei, Runsheng Wang, Meng Li

Comments Accepted by NeurIPS 2025

VisualLens: Personalization through Task-Agnostic Visual History

Wang Bill Zhu, Deqing Fu, Kai Sun, Yi Lu, Zhaojiang Lin, Seungwhan Moon, Kanika Narang, Mustafa Canim, Yue Liu, Anuj Kumar, Xin Luna Dong

机构 * Meta ； University of Southern California（南加州大学） 纠错

Comments Accepted by NeurIPS 2025

Delta-Influence: Unlearning Poisons via Influence Functions

Wenjie Li, Jiawei Li, Pengcheng Zeng, Christian Schroeder de Witt, Ameya Prabhu, Amartya Sanyal

机构 * ShanghaiTech University（上海科技大学） ； Tsinghua University（清华大学） ； University of Oxford（牛津大学） ； Tübingen AI Center, University of Tübingen（图宾根人工智能中心，图宾根大学） ； University of Copenhagen（哥本哈根大学） 纠错

Comments Accepted at NeurIPS Workshop on Attributing Model Behavior at Scale (ATTRIB @ NeurIPS 2024)