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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17322
2510.24103 2025-10-29 cs.SD cs.AI cs.MM eess.AS

Model-Guided Dual-Role Alignment for High-Fidelity Open-Domain Video-to-Audio Generation

Kang Zhang, Trung X. Pham, Suyeon Lee, Axi Niu, Arda Senocak, Joon Son Chung

机构 * KAIST, South Korea(韩国釜山国立大学) NWPU, China(中国西北工业大学) UNIST, South Korea(韩国全南国立大学)

Comments accepted by NeurIPS 2025

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2510.24095 2025-10-29 cs.LG cs.AI cs.RO

Learning Parameterized Skills from Demonstrations

Vedant Gupta, Haotian Fu, Calvin Luo, Yiding Jiang, George Konidaris

机构 * Brown University(布朗大学) Carnegie Mellon University(卡内基梅隆大学)

Comments Neurips 2025

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2510.24088 2025-10-29 cs.LG cs.IT math.IT

Information-Theoretic Discrete Diffusion

Moongyu Jeon, Sangwoo Shin, Dongjae Jeon, Albert No

机构 * Department of Artificial Intelligence, Yonsei University(人工智能系,延世大学) Department of Computer Science, Yonsei University(计算机科学系,延世大学)

Comments Accepted at NeurIPS 2025

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2510.24061 2025-10-29 cs.LG cs.AI

FALQON: Accelerating LoRA Fine-tuning with Low-Bit Floating-Point Arithmetic

Kanghyun Choi, Hyeyoon Lee, SunJong Park, Dain Kwon, Jinho Lee

机构 * Department of Electrical and Computer Engineering(电气与计算机工程系) Seoul National University(首尔国立大学)

Comments NeurIPS 2025

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2510.24012 2025-10-29 cs.LG cs.AI

Training-Free Safe Text Embedding Guidance for Text-to-Image Diffusion Models

Byeonghu Na, Mina Kang, Jiseok Kwak, Minsang Park, Jiwoo Shin, SeJoon Jun, Gayoung Lee, Jin-Hwa Kim, Il-Chul Moon

机构 * KAIST(韩国科学技术院) NAVER AI Lab(NAVER人工智能实验室) SNU AIIS(首尔国立大学人工智能研究所)

Comments Accepted at NeurIPS 2025

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2510.24010 2025-10-29 cs.CV cs.AI cs.LG

Mars-Bench: A Benchmark for Evaluating Foundation Models for Mars Science Tasks

Mirali Purohit, Bimal Gajera, Vatsal Malaviya, Irish Mehta, Kunal Kasodekar, Jacob Adler, Steven Lu, Umaa Rebbapragada, Hannah Kerner

机构 * School of Computing and Augmented Intelligence, Arizona State University(计算与增强智能学院,亚利桑那州立大学) School of Earth and Space Exploration, Arizona State University(地球与空间探索学院,亚利桑那州立大学) Jet Propulsion Laboratory, California Institute of Technology(喷气推进实验室,加州理工学院)

Comments Accepted at NeurIPS 2025

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2510.23974 2025-10-29 cs.LG cs.AI

Diffusion Adaptive Text Embedding for Text-to-Image Diffusion Models

Byeonghu Na, Minsang Park, Gyuwon Sim, Donghyeok Shin, HeeSun Bae, Mina Kang, Se Jung Kwon, Wanmo Kang, Il-Chul Moon

机构 * KAIST(韩国科学技术院) NAVER Cloud(NAVER云)

Comments Accepted at NeurIPS 2025

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2510.23930 2025-10-29 cs.CV

PlanarGS: High-Fidelity Indoor 3D Gaussian Splatting Guided by Vision-Language Planar Priors

Xirui Jin, Renbiao Jin, Boying Li, Danping Zou, Wenxian Yu

机构 * Shanghai Jiao Tong University(上海交通大学) Monash University(墨尔本大学)

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

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2510.23926 2025-10-29 cs.LG

Improving the Straight-Through Estimator with Zeroth-Order Information

Ningfeng Yang, Tor M. Aamodt

机构 * University of British Columbia(不列颠哥伦比亚大学)

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

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2510.23772 2025-10-29 cs.AI cs.LG

Evaluating In Silico Creativity: An Expert Review of AI Chess Compositions

Vivek Veeriah, Federico Barbero, Marcus Chiam, Xidong Feng, Michael Dennis, Ryan Pachauri, Thomas Tumiel, Johan Obando-Ceron, Jiaxin Shi, Shaobo Hou, Satinder Singh, Nenad Tomašev, Tom Zahavy

机构 * Google DeepMind(谷歌DeepMind) University of Oxford(牛津大学) Mila, University of Montreal(蒙特利尔大学Mila) Google(谷歌)

Comments Accepted at the Creative AI Track, NeurIPS 2025

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2510.23744 2025-10-29 cs.AI

Multi-Environment POMDPs: Discrete Model Uncertainty Under Partial Observability

Eline M. Bovy, Caleb Probine, Marnix Suilen, Ufuk Topcu, Nils Jansen

机构 * Radboud University(拉德堡德大学) The University of Texas at Austin(德克萨斯大学奥斯汀分校) University of Antwerp(安特卫普大学) Ruhr-University Bochum(波鸿鲁尔大学) Radboud University Bochum(波鸿鲁尔大学)

Comments Accepted at NeurIPS 2025

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2510.23702 2025-10-29 astro-ph.IM cs.LG

In Search of the Unknown Unknowns: A Multi-Metric Distance Ensemble for Out of Distribution Anomaly Detection in Astronomical Surveys

Siddharth Chaini, Federica B. Bianco, Ashish Mahabal

机构 * University of Delaware(德雷塞尔大学) Rubin Observatory(鲁宾天文台) Caltech(加州理工学院)

Comments 9 pages, 5 figures, Accepted at the 2025 Machine Learning and the Physical Sciences (ML4PS) workshop at NeurIPS

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2510.23684 2025-10-29 stat.ML cs.LG

VIKING: Deep variational inference with stochastic projections

Samuel G. Fadel, Hrittik Roy, Nicholas Krämer, Yevgen Zainchkovskyy, Stas Syrota, Alejandro Valverde Mahou, Carl Henrik Ek, Søren Hauberg

机构 * Technical University of Denmark(丹麦技术大学) University of Cambridge(剑桥大学)

Comments NeurIPS 2025 (poster)

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2510.23672 2025-10-29 cs.LG

DBLoss: Decomposition-based Loss Function for Time Series Forecasting

Xiangfei Qiu, Xingjian Wu, Hanyin Cheng, Xvyuan Liu, Chenjuan Guo, Jilin Hu, Bin Yang

机构 * East China Normal University(东华师范大学)

Comments Accepted by NeurIPS 2025

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2510.23640 2025-10-29 cs.LG cs.AI

Structure-Aware Fusion with Progressive Injection for Multimodal Molecular Representation Learning

Zihao Jing, Yan Sun, Yan Yi Li, Sugitha Janarthanan, Alana Deng, Pingzhao Hu

Comments Accepted by NeurIPS 2025

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2510.23629 2025-10-29 cs.LG cs.AI cs.PL

Chain of Execution Supervision Promotes General Reasoning in Large Language Models

Nuo Chen, Zehua Li, Keqin Bao, Junyang Lin, Dayiheng Liu

机构 * Qwen Team, Alibaba(阿里巴巴通义实验室) Hong Kong University of Science and Technology (Guangzhou)(香港科技大学(广州)) University of Science and Technology of China(中国科学技术大学)

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

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2510.22943 2025-10-29 cs.CV

Switchable Token-Specific Codebook Quantization For Face Image Compression

Yongbo Wang, Haonan Wang, Guodong Mu, Ruixin Zhang, Jiaqi Chen, Jingyun Zhang, Jun Wang, Yuan Xie, Zhizhong Zhang, Shouhong Ding

机构 * East China Normal University(东华师范大学) Tencent Youtu Lab(腾讯优图实验室) Tencent WeChat Pay Lab(腾讯微信支付实验室)

Comments NeurIPS 2025 accepted

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2510.22672 2025-10-29 cs.CV cs.CL cs.RO

Look and Tell: A Dataset for Multimodal Grounding Across Egocentric and Exocentric Views

Anna Deichler, Jonas Beskow

机构 * KTH Royal Institute of Technology(皇家理工学院)

Comments 10 pages, 6 figures, 2 tables. Accepted to the NeurIPS 2025 Workshop on SPACE in Vision, Language, and Embodied AI (SpaVLE). Dataset: https://huggingface.co/datasets/annadeichler/KTH-ARIA-referential

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2509.16691 2025-10-29 cs.CV

InstanceAssemble: Layout-Aware Image Generation via Instance Assembling Attention

Qiang Xiang, Shuang Sun, Binglei Li, Dejia Song, Huaxia Li, Nemo Chen, Xu Tang, Yao Hu, Junping Zhang

Comments Accepted in NeurIPS 2025

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2507.01271 2025-10-29 cs.LG cs.AI

PULSE: Practical Evaluation Scenarios for Large Multimodal Model Unlearning

Tatsuki Kawakami, Kazuki Egashira, Atsuyuki Miyai, Go Irie, Kiyoharu Aizawa

机构 * The University of Tokyo(东京大学) Tokyo University of Science(东京科学大学)

Comments Accepted at NeurIPS 2025 Workshop: Evaluating the Evolving LLM Lifecycle

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2506.04897 2025-10-29 cs.CV

From Objects to Anywhere: A Holistic Benchmark for Multi-level Visual Grounding in 3D Scenes

Tianxu Wang, Zhuofan Zhang, Ziyu Zhu, Yue Fan, Jing Xiong, Pengxiang Li, Xiaojian Ma, Qing Li

机构 * State Key Laboratory of General Artificial Intelligence, BIGAI(通用人工智能国家重点实验室,BIGAI) Tsinghua University(清华大学) Peking University(北京大学) Beijing Institute of Technology(北京理工大学)

Comments Update v3 of the NeurIPS 2025 Datasets and Benchmarks paper (v2), including additional evaluations of state-of-the-art multimodal large language models. Project page: https://anywhere-3d.github.io/

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2506.01360 2025-10-29 cs.LG

RDB2G-Bench: A Comprehensive Benchmark for Automatic Graph Modeling of Relational Databases

Dongwon Choi, Sunwoo Kim, Juyeon Kim, Kyungho Kim, Geon Lee, Shinhwan Kang, Myunghwan Kim, Kijung Shin

机构 * Graduate School of AI, KAIST(人工智能研究生院,韩国科学技术院)

Comments Accepted at NeurIPS 2025 Datasets and Benchmarks Track

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2506.01356 2025-10-29 cs.LG cs.RO cs.SY eess.SY

Two-Stage Learning of Stabilizing Neural Controllers via Zubov Sampling and Iterative Domain Expansion

Haoyu Li, Xiangru Zhong, Bin Hu, Huan Zhang

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

Comments NeurIPS 2025

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2506.00129 2025-10-29 cs.CV cs.LG

Geo-Sign: Hyperbolic Contrastive Regularisation for Geometrically Aware Sign Language Translation

Edward Fish, Richard Bowden

机构 * CVSSP, University of Surrey(CVSSP,萨里大学)

Comments Accepted to NeurIPS 2025

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2505.24089 2025-10-29 cs.LG cs.CR

Practical Bayes-Optimal Membership Inference Attacks

Marcus Lassila, Johan Östman, Khac-Hoang Ngo, Alexandre Graell i Amat

Comments In NeurIPS 2025, 10 pages plus 15 pages of appendices

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2505.22820 2025-10-29 cs.LG cs.AI econ.TH stat.ML

Preference Learning with Response Time: Robust Losses and Guarantees

Ayush Sawarni, Sahasrajit Sarmasarkar, Vasilis Syrgkanis

Comments Accepted at NeurIPS 2025

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2505.21923 2025-10-29 cs.LG cs.AI cs.AR cs.CE

FALCON: An ML Framework for Fully Automated Layout-Constrained Analog Circuit Design

Asal Mehradfar, Xuzhe Zhao, Yilun Huang, Emir Ceyani, Yankai Yang, Shihao Han, Hamidreza Aghasi, Salman Avestimehr

机构 * University of Southern California(南加州大学) University of California, Irvine(加州大学伊藤分校)

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

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2505.20744 2025-10-29 cs.CV

MoPFormer: Motion-Primitive Transformer for Wearable-Sensor Activity Recognition

Hao Zhang, Zhan Zhuang, Xuehao Wang, Xiaodong Yang, Yu Zhang

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) Zhejiang University(浙江大学) Institute of Computing Technology, Chinese Academy of Sciences(中国科学院计算技术研究所)

Comments Accepted by NeurIPS 2025

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2505.19053 2025-10-29 cs.LG math.OC stat.ML

Structured Reinforcement Learning for Combinatorial Decision-Making

Heiko Hoppe, Léo Baty, Louis Bouvier, Axel Parmentier, Maximilian Schiffer

机构 * Technical University of Munich(慕尼黑技术大学) École des Ponts(巴黎理工大学)

Comments 29 pages, 8 figures, accepted at the 39th Annual Conference on Neural Information Processing Systems (NeurIPS 2025)

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2505.17257 2025-10-29 cs.LG q-bio.GN

JanusDNA: A Powerful Bi-directional Hybrid DNA Foundation Model

Qihao Duan, Bingding Huang, Zhenqiao Song, Irina Lehmann, Lei Gu, Roland Eils, Benjamin Wild

机构 * Berlin Institute of Health, Charité – Universitätsmedizin Berlin(柏林健康研究所,柏林夏里特大学医学中心) College of Big Data and Internet, Shenzhen Technology University(大数据与互联网学院,深圳技术大学) Language Technologies Institute, Carnegie Mellon University(语言技术研究所,卡内基梅隆大学) Epigenetics Laboratory, Max Planck Institute for Heart and Lung Research(表观遗传学实验室,马克斯·普朗克心脏病和肺部研究所以) Department of Mathematics and Computer Science, Freie Universität Berlin(数学与计算机科学系,柏林自由大学) Health Data Science Unit, Heidelberg University Hospital and BioQuant(健康数据科学单元,海德堡大学医院和BioQuant) Intelligent Medicine Institute, Fudan University(智能医学研究所,复旦大学)

Comments NeurIPS 2025

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