NeurIPS

In-Context Learning of Linear Dynamical Systems with Transformers: Approximation Bounds and Depth-Separation

Frank Cole, Yuxuan Zhao, Yulong Lu, Tianhao Zhang

机构 * School of Mathematics University of Minnesota, Twin Cities（数学系 明尼苏达大学 Twin Cities分校） 纠错

Comments NeurIPS 2025 camera ready version. Slight change to title and author order from earlier version. Added experiments and acknowledgements section

Beyond Benign Overfitting in Nadaraya-Watson Interpolators

Daniel Barzilai, Guy Kornowski, Ohad Shamir

机构 * Weizmann Institute of Science（魏茨曼科学研究所） 纠错

Comments NeurIPS 2025

VLA-Cache: Efficient Vision-Language-Action Manipulation via Adaptive Token Caching

Siyu Xu, Yunke Wang, Chenghao Xia, Dihao Zhu, Tao Huang, Chang Xu

机构 * School of Computer Science, University of Sydney（悉尼大学计算机科学学院） ； John Hopcropt Center for Computer Science, Shanghai Jiao Tong University（上海交通大学约翰·霍普克罗夫特计算机科学中心） 纠错

Comments Accepted to NeurIPS 2025

The $φ$ Curve: The Shape of Generalization through the Lens of Norm-based Capacity Control

Yichen Wang, Yudong Chen, Lorenzo Rosasco, Fanghui Liu

机构 * Malga - DIBRIS, University of Genova（马尔加-迪布里斯，热那亚大学） ； Istituto Italiano di Tecnologia, IT（意大利技术研究院） ； Department of Computer Science, and DIMAP University of Warwick（计算机科学系，沃里克大学） 纠错

Comments Accepted by NeurIPS'25

FALCON: Fine-grained Activation Manipulation by Contrastive Orthogonal Unalignment for Large Language Model

Jinwei Hu, Zhenglin Huang, Xiangyu Yin, Wenjie Ruan, Guangliang Cheng, Yi Dong, Xiaowei Huang

机构 * School of Computer Science and Informatics, University of Liverpool, UK（计算机科学与信息学学院，利物浦大学） 纠错

Comments Accepted at NeurIPS 2025 with minor revisions

LLM Safety Alignment is Divergence Estimation in Disguise

Rajdeep Haldar, Ziyi Wang, Qifan Song, Guang Lin, Yue Xing

机构 * Department of Statistics, Purdue University（普渡大学统计系） ； Department of Statistics, Michigan State University（密歇根州立大学统计系） 纠错

Comments Accepted to NeurIPS 2025

Foundation Cures Personalization: Improving Personalized Models' Prompt Consistency via Hidden Foundation Knowledge

Yiyang Cai, Zhengkai Jiang, Yulong Liu, Chunyang Jiang, Wei Xue, Yike Guo, Wenhan Luo

机构 * Hong Kong University of Science and Technology (HKUST)（香港科技大学） ； Tencent Hunyuan（腾讯文元） 纠错

Comments Accepted to NeurIPS 2025

3D Audio-Visual Segmentation

Artem Sokolov, Swapnil Bhosale, Xiatian Zhu

机构 * University of Surrey, UK（Surrey大学） 纠错

Comments Accepted at the NeurIPS 2024 Workshop on Audio Imagination; this version updates the project page link

Graph Neural Networks for Road Safety Modeling: Datasets and Evaluations for Accident Analysis

Abhinav Nippani, Dongyue Li, Haotian Ju, Haris N. Koutsopoulos, Hongyang R. Zhang

Comments 22 pages. Appeared in NeurIPS 2023

Better NTK Conditioning: A Free Lunch from (ReLU) Nonlinear Activation in Wide Neural Networks

Chaoyue Liu, Han Bi, Like Hui, Xiao Liu

机构 * Elmore Family School of Electrical and Computer Engineering（埃尔莫尔电气与计算机工程学院） ； Purdue University（普渡大学） ； Department of Physics and Astronomy（物理与天文学系） ； Halıcıoğlu Data Science Institute（哈利奇奥格卢数据科学研究所） ； University of California San Diego（加州大学圣地亚哥分校） ； Rosen Center For Advanced Computing（罗森先进计算中心） 纠错

Comments NeurIPS 2025

AION-1: Omnimodal Foundation Model for Astronomical Sciences

Liam Parker, Francois Lanusse, Jeff Shen, Ollie Liu, Tom Hehir, Leopoldo Sarra, Lucas Meyer, Micah Bowles, Sebastian Wagner-Carena, Helen Qu, Siavash Golkar, Alberto Bietti, Hatim Bourfoune, Nathan Casserau, Pierre Cornette, Keiya Hirashima, Geraud Krawezik, Ruben Ohana, Nicholas Lourie, Michael McCabe, Rudy Morel, Payel Mukhopadhyay, Mariel Pettee, Bruno Regaldo-Saint Blancard, Kyunghyun Cho, Miles Cranmer, Shirley Ho

Comments Accepted at Neural Information Processing Systems (2025)

CLAWS:Creativity detection for LLM-generated solutions using Attention Window of Sections

Keuntae Kim, Eunhye Jeong, Sehyeon Lee, Seohee Yoon, Yong Suk Choi

机构 * Department of Computer Science（计算机科学系） ； Department of Artificial Intelligence（人工智能系） ； Department of Future Mobility（未来移动部门） 纠错

Comments NeurIPS 2025

Shortcutting Pre-trained Flow Matching Diffusion Models is Almost Free Lunch

Xu Cai, Yang Wu, Qianli Chen, Haoran Wu, Lichuan Xiang, Hongkai Wen

机构 * AI Research Center, iHuman Inc.（人工智能研究中心，iHuman公司） 纠错

Comments NeurIPS 2025

CoIDO: Efficient Data Selection for Visual Instruction Tuning via Coupled Importance-Diversity Optimization

Yichen Yan, Ming Zhong, Qi Zhu, Xiaoling Gu, Jinpeng Chen, Huan Li

机构 * The State Key Laboratory of Blockchain and Data Security（区块链与数据安全国家重点实验室） ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security（杭州高新技术区（滨江）区块链与数据安全研究院） ； Hangzhou Dianzi University（杭州电子科技大学） ； School of Computer Science (National Pilot Software Engineering School), BUPT（计算机学院（国家级试点软件工程学院），北京邮电大学） 纠错

Comments 22 pages, 8 figures, 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

MAT-Agent: Adaptive Multi-Agent Training Optimization

Jusheng Zhang, Kaitong Cai, Yijia Fan, Ningyuan Liu, Keze Wang

机构 * Sun Yat-sen University（中山大学） 纠错

Comments Acceptance to NeurIPS 2025 Main Track