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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17324
2411.03859 2025-09-30 cs.ET cs.AI cs.LG cs.SI physics.soc-ph

UniTraj: Learning a Universal Trajectory Foundation Model from Billion-Scale Worldwide Traces

Yuanshao Zhu, James Jianqiao Yu, Xiangyu Zhao, Xun Zhou, Liang Han, Xuetao Wei, Yuxuan Liang

机构 * Southern University of Science and Technology(南方科技大学) City University of Hong Kong(香港城市大学) The Hong Kong University of Science and Technology (Guangzhou)(香港科技大学(广州)) Harbin Institute of Technology, Shenzhen(哈尔滨工业大学(深圳))

Comments Accepted as a research paper by NeurIPS'25

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2410.04153 2025-09-30 cs.AI

Neuro-Symbolic Entity Alignment via Variational Inference

Shengyuan Chen, Zheng Yuan, Qinggang Zhang, Wen Hua, Jiannong Cao, Xiao Huang

机构 * Department of Computing(计算系) The Hong Kong Polytechnic University(香港理工大学)

Comments This paper has been accepted by NeurIPS 2025

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2409.04180 2025-09-30 cs.LG cs.AI

The Prevalence of Neural Collapse in Neural Multivariate Regression

George Andriopoulos, Zixuan Dong, Li Guo, Zifan Zhao, Keith Ross

机构 * New York University Abu Dhabi(纽约大学阿布扎克分校) SFSC of AI and DL, NYU Shanghai(人工智能与深度学习学院(SFSC),纽约大学上海) New York University Shanghai(纽约大学上海) New York University(纽约大学)

Comments Published at NeurIPS 2024

Journal ref Published in 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

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2406.09264 2025-09-30 cs.HC cs.AI cs.CL

Position: Towards Bidirectional Human-AI Alignment

Hua Shen, Tiffany Knearem, Reshmi Ghosh, Kenan Alkiek, Kundan Krishna, Yachuan Liu, Ziqiao Ma, Savvas Petridis, Yi-Hao Peng, Li Qiwei, Sushrita Rakshit, Chenglei Si, Yutong Xie, Jeffrey P. Bigham, Frank Bentley, Joyce Chai, Zachary Lipton, Qiaozhu Mei, Rada Mihalcea, Michael Terry, Diyi Yang, Meredith Ringel Morris, Paul Resnick, David Jurgens

机构 * NYU Shanghai, New York University(纽约大学上海研究院,纽约大学) MBZUAI(穆桑大学人工智能研究所) Microsoft(微软公司) University of Michigan(密歇根大学) Apple(苹果公司) Google(谷歌公司) Carnegie Mellon University(卡内基梅隆大学) Stanford University(斯坦福大学) Google DeepMind(谷歌DeepMind)

Comments NeurIPS 2025 Position Paper

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2509.23906 2025-09-30 cs.CV cs.AI

EWC-Guided Diffusion Replay for Exemplar-Free Continual Learning in Medical Imaging

Anoushka Harit, William Prew, Zhongtian Sun, Florian Markowetz

机构 * University of Cambridge(剑桥大学) University of Kent(肯特大学)

Comments Accepted at AI That Keeps Up: NeurIPS 2025 Workshop on Continual and Compatible Foundation Model Updates

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2509.23871 2025-09-30 cs.CR cs.AI cs.CV cs.LG

Taught Well Learned Ill: Towards Distillation-conditional Backdoor Attack

Yukun Chen, Boheng Li, Yu Yuan, Leyi Qi, Yiming Li, Tianwei Zhang, Zhan Qin, Kui Ren

机构 * 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) Nanyang Technological University(南洋理工大学)

Comments The first three authors contributed equally to this work. To appear in NeurIPS 2025. 35 pages

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2509.23829 2025-09-30 cs.RO

DexFlyWheel: A Scalable and Self-improving Data Generation Framework for Dexterous Manipulation

Kefei Zhu, Fengshuo Bai, YuanHao Xiang, Yishuai Cai, Xinglin Chen, Ruochong Li, Xingtao Wang, Hao Dong, Yaodong Yang, Xiaopeng Fan, Yuanpei Chen

机构 * Harbin Institute of Technology(哈尔滨工业大学) PsiBot Peking University(北京大学) PKU-Psibot Lab(北京大学-PsiBot实验室) Harbin Institute of Technology Suzhou Research Institute(哈尔滨工业大学苏州研究所)

Comments NeurIPS 2025, Spotlight

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2509.23802 2025-09-30 cs.LG

STAIR: Addressing Stage Misalignment through Temporal-Aligned Preference Reinforcement Learning

Yao Luan, Ni Mu, Yiqin Yang, Bo Xu, Qing-Shan Jia

机构 * Beijing Key Laboratory of Embodied Intelligence Systems, Department of Automation, Tsinghua University, Beijing, China(北京智能体智能系统重点实验室,自动化系,清华大学,北京,中国) The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China(复杂系统认知与决策智能重点实验室,自动化研究所,中国科学院,北京,中国)

Comments NeurIPS 2025

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2509.23781 2025-09-30 cs.CV cs.AI

GroupCoOp: Group-robust Fine-tuning via Group Prompt Learning

Nayeong Kim, Seong Joon Oh, Suha Kwak

机构 * Pohang University of Science and Technology (POSTECH)(釜山科学技术大学) Tübingen AI Center(图宾根人工智能中心) Universität Tübingen(图宾根大学)

Comments This paper was first submitted to NeurIPS 2024 in May 2024

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2509.23741 2025-09-30 cs.CV

ResAD++: Towards Class Agnostic Anomaly Detection via Residual Feature Learning

Xincheng Yao, Chao Shi, Muming Zhao, Guangtao Zhai, Chongyang Zhang

机构 * School of Information Science and Electronic Engineering, Shanghai Jiao Tong University(上海交通大学信息科学与电子工程学院) School of Information Science and Technology, Beijing Forestry University(北京林业大学信息科学与技术学院)

Comments This paper is an extended version of our NeurIPS 2024 paper, ResAD. arXiv admin note: substantial text overlap with arXiv:2410.20047

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2509.23717 2025-09-30 cs.AI

Measuring Sparse Autoencoder Feature Sensitivity

Claire Tian, Katherine Tian, Nathan Hu

机构 * The Harker School(哈克尔学校) Stanford University(斯坦福大学)

Comments NeurIPS 2025 Workshop on Mechanistic Interpretability Camera Ready

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2509.23713 2025-09-30 cs.CE

Text-to-Code Generation for Modular Building Layouts in Building Information Modeling

Yinyi Wei, Xiao Li

Comments Accepted at NeurIPS 2025 Main Track

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2509.23666 2025-09-30 cs.LG cs.AI

Beyond Greedy Exits: Improved Early Exit Decisions for Risk Control and Reliability

Divya Jyoti Bajpai, Manjesh Kumar Hanawal

机构 * Department of Industrial Engineering and Operations Research(工业工程与运营管理系) Indian Institute of Technology Bombay(印度理工学院孟买)

Comments Accepted as poster in NeurIPS 2025

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2509.23492 2025-09-30 cs.CV

Orientation-anchored Hyper-Gaussian for 4D Reconstruction from Casual Videos

Junyi Wu, Jiachen Tao, Haoxuan Wang, Gaowen Liu, Ramana Rao Kompella, Yan Yan

Comments NeurIPS 2025. Code: \href{https://github.com/adreamwu/OriGS}{OriGS}

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2509.23443 2025-09-30 cs.LG cs.AI

Factor Decorrelation Enhanced Data Removal from Deep Predictive Models

Wenhao Yang, Lin Li, Xiaohui Tao, Kaize Shi

机构 * Wuhan University of Technology(武汉理工大学) University of Southern Queensland(南方科技术大学)

Comments accepted by NeurIPS 2025

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2509.23338 2025-09-30 cs.DB cs.AI cs.CL cs.IR cs.LG

PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation

Wei Zhou, Guoliang Li, Haoyu Wang, Yuxing Han, Xufei Wu, Fan Wu, Xuanhe Zhou

Comments To appear in NeurIPS 2025. Welcome your submission to challenge our leaderboard at: https://code4db.github.io/parrot-bench/. Also visit our code repository at: https://github.com/weAIDB/PARROT

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2509.23127 2025-09-30 stat.ML cs.LG math.ST stat.ME stat.TH

Statistical Inference for Gradient Boosting Regression

Haimo Fang, Kevin Tan, Giles Hooker

机构 * School of Economics, Fudan University(复旦大学经济学院) Department of Statistics and Data Science, The Wharton School, University of Pennsylvania(宾夕法尼亚大学沃顿商学院统计与数据科学系)

Comments Accepted to NeurIPS 2025

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2509.22949 2025-09-30 cs.LG

Meta-Learning Fourier Neural Operators for Hessian Inversion and Enhanced Variational Data Assimilation

Hamidreza Moazzami, Asma Jamali, Nicholas Kevlahan, Rodrigo A. Vargas-Hernández

机构 * School of Computational Science and Engineering, McMaster University(计算科学与工程学院,麦斯特大学) Mathematics and Statistics, McMaster University(数学与统计学,麦斯特大学) Department of Chemistry and Chemical Biology, McMaster University(化学与生物化学系,麦斯特大学)

Comments 6 pages, 2 figures, Machine Learning and the Physical Sciences Workshop, (NeurIPS 2025)

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2509.22814 2025-09-30 cs.CR

Model Context Protocol for Vision Systems: Audit, Security, and Protocol Extensions

Aditi Tiwari, Akshit Bhalla, Darshan Prasad

Comments Accepted to NeurIPS 2025 Workshop on Bridging Language, Agent, and World Models for Reasoning and Planning (LAW 2025)

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2509.22793 2025-09-30 cs.CV

DEFT: Decompositional Efficient Fine-Tuning for Text-to-Image Models

Komal Kumar, Rao Muhammad Anwer, Fahad Shahbaz Khan, Salman Khan, Ivan Laptev, Hisham Cholakkal

机构 * Mohamed bin Zayed University of Artificial Intelligence(穆罕默德·本·扎耶德人工智能大学)

Comments 13 Figures, 21 pages, accepted in NeurIPS 2025

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2509.22720 2025-09-30 cs.CV cs.AI cs.LG

LayoutAgent: A Vision-Language Agent Guided Compositional Diffusion for Spatial Layout Planning

Zezhong Fan, Xiaohan Li, Luyi Ma, Kai Zhao, Liang Peng, Topojoy Biswas, Evren Korpeoglu, Kaushiki Nag, Kannan Achan

机构 * Personalization Team, Walmart Global Tech(Walmart全球科技个性化团队)

Comments NeurIPS 2025 Workshop on SPACE in Vision, Language, and Embodied AI

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2509.22717 2025-09-30 cs.CY

(When) Should We Delegate AI Governance to AIs? Some Lessons from Administrative Law

Nicholas Caputo

Comments 4 pages, Regulatable ML Workshop at NeurIPS '25

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2509.00581 2025-09-30 cs.DB cs.LG

SQL-of-Thought: Multi-agentic Text-to-SQL with Guided Error Correction

Saumya Chaturvedi, Aman Chadha, Laurent Bindschaedler

机构 * Max Planck Institute for Software Systems(马克斯·普朗克软件系统研究所) AWS GenAI(亚马逊AWS生成式人工智能)

Comments Accepted at NeurIPS 2025, DL4C "Deep Learning for Code" workshop. Code is available at: https://github.com/shollercoaster/SQL-of-Thought

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2507.00449 2025-09-30 cs.LG cs.CL

Overcoming Long-Context Limitations of State-Space Models via Context-Dependent Sparse Attention

Zhihao Zhan, Jianan Zhao, Zhaocheng Zhu, Jian Tang

机构 * Mila - Québec AI Institute(魁北克AI研究所) University of Montréal(蒙特利尔大学) HEC Montréal(蒙特利尔HEC学院) CIFAR AI Chair(CIFAR人工智能席位)

Comments Proceedings of the Thirty-Ninth Annual Conference on Neural Information Processing Systems, 21 pages, 9 figures

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2506.12027 2025-09-30 cs.CC cs.LG

Constant Bit-size Transformers Are Turing Complete

Qian Li, Yuyi Wang

机构 * Shenzhen International Center For Industrial And Applied Mathematics(深圳国际工业与应用数学中心) Shenzhen Research Institute of Big Data(深圳大数据研究院) CRRC Zhuzhou Institute(CRRC 长沙研究所) Tengen Intelligence Institute(腾格智能研究院)

Comments Accepted by NeurIPS 2025

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2506.08316 2025-09-30 cs.LG stat.ML

Why Masking Diffusion Works: Condition on the Jump Schedule for Improved Discrete Diffusion

Alan N. Amin, Nate Gruver, Andrew Gordon Wilson

机构 * New York University(纽约大学)

Comments Published at Neurips 2025. Code available at: https://github.com/AlanNawzadAmin/SCUD

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2505.20148 2025-09-30 cs.AI

MineAnyBuild: Benchmarking Spatial Planning for Open-world AI Agents

Ziming Wei, Bingqian Lin, Zijian Jiao, Yunshuang Nie, Liang Ma, Yuecheng Liu, Yuzheng Zhuang, Xiaodan Liang

机构 * Shenzhen Campus of Sun Yat-sen University(中山大学深圳校区) Shanghai Jiao Tong University(上海交通大学) Mohamed bin Zayed University of Artificial Intelligence(穆罕默德·本·扎耶德人工智能大学) Huawei Noah’s Ark Lab(华为诺亚实验室)

Comments Accepted by NeurIPS 2025 Datasets and Benchmarks Track

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2505.10482 2025-09-30 cs.LG cs.AI

Fine-tuning Diffusion Policies with Backpropagation Through Diffusion Timesteps

Ningyuan Yang, Jiaxuan Gao, Feng Gao, Yi Wu, Chao Yu

机构 * Tsinghua University(清华大学)

Comments 9 pages for main text, 23 pages in total, submitted to Neurips, 13 figures

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2504.12083 2025-09-30 cs.CV

Self-alignment of Large Video Language Models with Refined Regularized Preference Optimization

Pritam Sarkar, Ali Etemad

机构 * Queen’s University(女王大学) Vector Institute(向量研究所)

Comments NeurIPS 2025

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2501.06246 2025-09-30 cs.CL cs.AI cs.DS

A Partition Cover Approach to Tokenization

Jia Peng Lim, Shawn Tan, Davin Choo, Hady W. Lauw

机构 * Singapore Management University(新加坡管理大学) MIT-IBM Watson AI Lab(MIT-IBM沃森人工智能实验室) Harvard University(哈佛大学) National University of Singapore(新加坡国立大学)

Comments NeurIPS 2025

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