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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17324
2509.17999 2025-10-22 cs.CY cs.AI cs.HC cs.LG

The Narcissus Hypothesis: Descending to the Rung of Illusion

Riccardo Cadei, Christian Internò

Comments NeurIPS 2025 Workshop on Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Abilities, and Scaling

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2509.17393 2025-10-22 cs.AI cs.CL

Program Synthesis via Test-Time Transduction

Kang-il Lee, Jahyun Koo, Seunghyun Yoon, Minbeom Kim, Hyukhun Koh, Dongryeol Lee, Kyomin Jung

机构 * Dept. of ECE, Seoul National University(电子工程系,首尔国立大学) IPAI, Seoul National University(IPAI,首尔国立大学) Adobe Research(Adobe研究院)

Comments NeurIPS 2025

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2509.10759 2025-10-22 cs.CV

Every Camera Effect, Every Time, All at Once: 4D Gaussian Ray Tracing for Physics-based Camera Effect Data Generation

Yi-Ruei Liu, You-Zhe Xie, Yu-Hsiang Hsu, I-Sheng Fang, Yu-Lun Liu, Jun-Cheng Chen

机构 * University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校) National Yang Ming Chiao Tung University(国立阳明交通大学) National Central University(国立中央大学) Research Center for Information Technology Innovation, Academia Sinica(学术院资讯科技创新研究中心)

Comments Paper accepted to NeurIPS 2025 Workshop SpaVLE. Project page: https://shigon255.github.io/4DGRT-project-page/

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2509.01328 2025-10-22 cs.CL

Can Large Language Models Master Complex Card Games?

Wei Wang, Fuqing Bie, Junzhe Chen, Dan Zhang, Shiyu Huang, Evgeny Kharlamov, Jie Tang

机构 * Nankai University(南开大学) Tsinghua University(清华大学) Beijing University of Posts and Telecommunications(北京邮电大学) Zhipu AI(智谱AI) Bosch Center for Artificial Intelligence(博世人工智能中心)

Comments Accepted by NeurIPS 2025

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2508.10631 2025-10-22 cs.CV

Increasing the Utility of Synthetic Images through Chamfer Guidance

Nicola Dall'Asen, Xiaofeng Zhang, Reyhane Askari Hemmat, Melissa Hall, Jakob Verbeek, Adriana Romero-Soriano, Michal Drozdzal

机构 * University of Trento(特伦托大学) University of Pisa(比萨大学) Mila - Québec AI Institute(魁北克人工智能研究所) FAIR at Meta(Meta FAIR) Université de Montréal(蒙特利尔大学) McGill University(麦吉尔大学) Canada CIFAR AI chair(加拿大CIFAR人工智能主席)

Comments Accepted to NeurIPS 2025

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2507.09871 2025-10-22 cs.LG cs.AI

Task Priors: Enhancing Model Evaluation by Considering the Entire Space of Downstream Tasks

Niket Patel, Randall Balestriero

机构 * Center for Data Science(数据科学中心) New York University(纽约大学) Department of Computer Science(计算机科学系) Brown University(布朗大学)

Comments NeurIPS UniReps Workshop 2025

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2506.23551 2025-10-22 cs.LG math.OC

A unified framework for establishing the universal approximation of transformer-type architectures

Jingpu Cheng, Ting Lin, Zuowei Shen, Qianxiao Li

机构 * Department of Mathematics National University of Singapore(新加坡国立大学数学系) School of Mathematical Sciences Peking University(北京大学数学科学学院) Department of Mathematics Institute for Functional Intelligent Materials National University of Singapore(新加坡国立大学功能智能材料研究所数学系)

Comments NeurIPS 2025 camera-ready

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2506.18728 2025-10-22 cs.LG

PARALLELPROMPT: Extracting Parallelism from Large Language Model Queries

Steven Kolawole, Keshav Santhanam, Virginia Smith, Pratiksha Thaker

机构 * Carnegie Mellon University(卡内基梅隆大学) Stanford University(斯坦福大学)

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Datasets and Benchmarks Track

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2506.11097 2025-10-22 cs.CL cs.AI cs.IR

C-SEO Bench: Does Conversational SEO Work?

Haritz Puerto, Martin Gubri, Tommaso Green, Seong Joon Oh, Sangdoo Yun

机构 * Parameter Lab(参数实验室) UKP Lab(UKP实验室) Technical University of Darmstadt(达姆施塔特技术大学) Data and Web Science Group(数据与网络科学组) University of Mannheim(曼海姆大学) University of Tübingen(图宾根大学) Tübingen AI Center(图宾根人工智能中心) NAVER AI Lab(NAVER人工智能实验室)

Comments Accepted at NeurIPS Datasets & Benchmarks 2025

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2506.08997 2025-10-22 cs.CV cs.RO

SDTagNet: Leveraging Text-Annotated Navigation Maps for Online HD Map Construction

Fabian Immel, Jan-Hendrik Pauls, Richard Fehler, Frank Bieder, Jonas Merkert, Christoph Stiller

机构 * FZI Research Center for Information Technology(弗赖堡信息科技研究中心) Karlsruhe Institute of Technology(卡尔斯鲁厄理工学院)

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

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2506.07259 2025-10-22 stat.ML cs.LG

ALINE: Joint Amortization for Bayesian Inference and Active Data Acquisition

Daolang Huang, Xinyi Wen, Ayush Bharti, Samuel Kaski, Luigi Acerbi

机构 * ELLIS Institute Finland(芬兰ELLIS研究所) Department of Computer Science, Aalto University, Finland(芬兰阿尔托大学计算机科学系) Department of Computer Science, University of Helsinki, Finland(芬兰赫尔辛基大学计算机科学系) Department of Computer Science, University of Manchester, UK(英国曼彻斯特大学计算机科学系)

Comments 27 pages, 13 figures. Accepted at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

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2506.05188 2025-10-22 cs.CL cs.AI cs.LG math.ST stat.TH

Counterfactual reasoning: an analysis of in-context emergence

Moritz Miller, Bernhard Schölkopf, Siyuan Guo

机构 * Max Planck Institute for Intelligent Systems(马克斯·普朗克智能系统研究所) ETH Zurich(苏黎世联邦理工学院) University of Cambridge(剑桥大学)

Comments Published as a conference paper at the Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS) 2025

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2506.02896 2025-10-22 cs.CV cs.LG cs.RO

FlySearch: Exploring how vision-language models explore

Adam Pardyl, Dominik Matuszek, Mateusz Przebieracz, Marek Cygan, Bartosz Zieliński, Maciej Wołczyk

Comments NeurIPS 2025 Datasets and Benchmarks track

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2506.02672 2025-10-22 cs.CL cs.AI

EvaLearn: Quantifying the Learning Capability and Efficiency of LLMs via Sequential Problem Solving

Shihan Dou, Ming Zhang, Chenhao Huang, Jiayi Chen, Feng Chen, Shichun Liu, Yan Liu, Chenxiao Liu, Cheng Zhong, Zongzhang Zhang, Tao Gui, Chao Xin, Chengzhi Wei, Lin Yan, Yonghui Wu, Qi Zhang, Xuanjing Huang

机构 * Fudan University(复旦大学) ByteDance Seed(字节跳动种子) Nanjing University(南京大学) Shanghai Innovation Institute(上海创新研究院) Shanghai Collaborative Innovation Center of Intelligent Visual Computing(上海智能视觉计算协同创新中心)

Comments Accepted by NeurIPS 2025. 47 pages, 24 figures

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2506.01480 2025-10-22 cs.CV

Janus-Pro-R1: Advancing Collaborative Visual Comprehension and Generation via Reinforcement Learning

Kaihang Pan, Yang Wu, Wendong Bu, Kai Shen, Juncheng Li, Yingting Wang, Yunfei Li, Siliang Tang, Jun Xiao, Fei Wu, Hang Zhao, Yueting Zhuang

机构 * Zhejiang University(浙江大学) Ant Group(蚂蚁集团)

Comments Accepted by NeurIPS 2025

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2505.23868 2025-10-22 cs.LG cs.AI

Noise-Robustness Through Noise: A Framework combining Asymmetric LoRA with Poisoning MoE

Zhaokun Wang, Jinyu Guo, Jingwen Pu, Lingfeng Chen, Hongli Pu, Jie Ou, Libo Qin, Wenhong Tian

机构 * School of Information and Software Engineering, University of Electronic Science and Technology of China(信息与软件工程学院,电子科学与技术大学) School of Computer Science and Engineering, Central South University(计算机科学与工程学院,中南大学)

Comments Accecpted to NeurIPS 2025

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2505.23564 2025-10-22 cs.LG cs.AI cs.CL

Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language Models

Yiran Guo, Lijie Xu, Jie Liu, Dan Ye, Shuang Qiu

机构 * Institute of Software, Chinese Academy of Sciences(中国科学院软件研究所) University of Chinese Academy of Sciences(中国科学院大学) City University of Hong Kong(香港城市大学)

Comments Accepted at NeurIPS 2025

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2505.21721 2025-10-22 stat.ML cs.LG math.OC stat.CO

Nearly Dimension-Independent Convergence of Mean-Field Black-Box Variational Inference

Kyurae Kim, Yi-An Ma, Trevor Campbell, Jacob R. Gardner

机构 * University of Pennsylvania(宾夕法尼亚大学) University of California San Diego(加州大学圣地亚哥分校) University of British Columbia(不列颠哥伦比亚大学)

Comments Accepted to NeurIPS'25

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2505.19858 2025-10-22 cs.CV

A Unified Solution to Video Fusion: From Multi-Frame Learning to Benchmarking

Zixiang Zhao, Haowen Bai, Bingxin Ke, Yukun Cui, Lilun Deng, Yulun Zhang, Kai Zhang, Konrad Schindler

机构 * ETH Zürich(苏黎世联邦理工学院) Xi’an Jiaotong University(西安交通大学) Shanghai Jiao Tong University(上海交通大学) Nanjing University(南京大学)

Comments Accepted by NeurIPS 2025 (Spotlight)

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2505.19591 2025-10-22 cs.CL cs.AI cs.MA

Multi-Agent Collaboration via Evolving Orchestration

Yufan Dang, Chen Qian, Xueheng Luo, Jingru Fan, Zihao Xie, Ruijie Shi, Weize Chen, Cheng Yang, Xiaoyin Che, Ye Tian, Xuantang Xiong, Lei Han, Zhiyuan Liu, Maosong Sun

机构 * Tsinghua University(清华大学) Shanghai Jiao Tong University(上海交通大学) Beijing University of Posts and Telecommunications(北京邮电大学) Siemens(西门子) Tencent Robotics X(腾讯机器人研究院)

Comments accepted at NeurIPS 2025

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2505.19187 2025-10-22 cs.CL cs.AI

LIMOPro: Reasoning Refinement for Efficient and Effective Test-time Scaling

Yang Xiao, Jiashuo Wang, Ruifeng Yuan, Chunpu Xu, Kaishuai Xu, Wenjie Li, Pengfei Liu

机构 * The Hong Kong Polytechnic University(香港理工大学) Shanghai Jiao Tong University(上海交通大学) SII

Comments Accepted at NeurIPS 2025

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2505.18411 2025-10-22 cs.CL cs.LG

DanmakuTPPBench: A Multi-modal Benchmark for Temporal Point Process Modeling and Understanding

Yue Jiang, Jichu Li, Yang Liu, Dingkang Yang, Feng Zhou, Quyu Kong

机构 * Fudan University(复旦大学) Center for Applied Statistics and School of Statistics, Renmin University of China(应用统计中心和中国人民大学统计学院) Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing(北京未来区块链与隐私计算高级创新中心)

Comments Accepted by Neural Information Processing Systems (NeurIPS 2025)

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2505.17745 2025-10-22 cs.LG cs.AI cs.NE

MetaBox-v2: A Unified Benchmark Platform for Meta-Black-Box Optimization

Zeyuan Ma, Yue-Jiao Gong, Hongshu Guo, Wenjie Qiu, Sijie Ma, Hongqiao Lian, Jiajun Zhan, Kaixu Chen, Chen Wang, Zhiyang Huang, Zechuan Huang, Guojun Peng, Ran Cheng, Yining Ma

机构 * South China University of Technology(华南理工大学) Hong Kong Polytechnic University(香港理工大学) Massachusetts Institute of Technology(麻省理工学院)

Comments Accepted by NeurIPS 2025

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2505.16333 2025-10-22 cs.LG

Understanding Differential Transformer Unchains Pretrained Self-Attentions

Chaerin Kong, Jiho Jang, Nojun Kwak

机构 * TwelveLabs Seoul National University(首尔国立大学)

Comments NeurIPS 2025

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2505.15093 2025-10-22 q-bio.BM cs.LG

Steering Generative Models with Experimental Data for Protein Fitness Optimization

Jason Yang, Wenda Chu, Daniel Khalil, Raul Astudillo, Bruce J. Wittmann, Frances H. Arnold, Yisong Yue

机构 * California Institute of Technology(加州理工学院) Microsoft Corporation(微软公司)

Comments NeurIPS 2025

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2505.14359 2025-10-22 cs.CV

Dual Data Alignment Makes AI-Generated Image Detector Easier Generalizable

Ruoxin Chen, Junwei Xi, Zhiyuan Yan, Ke-Yue Zhang, Shuang Wu, Jingyi Xie, Xu Chen, Lei Xu, Isabel Guan, Taiping Yao, Shouhong Ding

机构 * Tencent YouTu Lab(腾讯优图实验室) East China University of Science and Technology(东华大学) Peking University(北京大学) Renmin University of China(中国人民大学) Shenzhen University(深圳大学) Hong Kong University of Science and Technology(香港科技大学)

Comments NeurIPS 2025 Spotlight. 13 Pages, 10 figures

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2505.13925 2025-10-22 cs.RO cs.LG

Time Reversal Symmetry for Efficient Robotic Manipulations in Deep Reinforcement Learning

Yunpeng Jiang, Jianshu Hu, Paul Weng, Yutong Ban

机构 * Global College Shanghai Jiao Tong University(上海交通大学全球学院) Digital Innovation Research Center Duke Kunshan University(杜克大学昆山分校数字创新研究中心)

Comments Accepted in NeurIPS 2025

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2504.12739 2025-10-22 cs.CV

Mask Image Watermarking

Runyi Hu, Jie Zhang, Shiqian Zhao, Nils Lukas, Jiwei Li, Qing Guo, Han Qiu, Tianwei Zhang

机构 * Nanyang Technological University(南洋理工大学) CFAR and IHPC, A*STAR, Singapore(CFAR和IHPC,A*STAR,新加坡) MBZUAI Zhejiang University(浙江大学) Tsinghua University(清华大学)

Comments Neural Information Processing Systems (NeurIPS) 2025

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2504.10612 2025-10-22 cs.LG cs.AI stat.ML

Energy Matching: Unifying Flow Matching and Energy-Based Models for Generative Modeling

Michal Balcerak, Tamaz Amiranashvili, Antonio Terpin, Suprosanna Shit, Lea Bogensperger, Sebastian Kaltenbach, Petros Koumoutsakos, Bjoern Menze

机构 * University of Zurich(苏黎世大学) Technical University of Munich(慕尼黑技术大学) ETH Zurich(苏黎世联邦理工学院) Harvard University(哈佛大学)

Comments Accepted to NeurIPS 2025

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2503.22983 2025-10-22 cs.CV

scSplit: Bringing Severity Cognizance to Image Decomposition in Fluorescence Microscopy

Ashesh Ashesh, Florian Jug

机构 * Human Technopole(人类技术pole)

Comments manuscript accepted at NeurIPS 2025

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