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Princeton University(普林斯顿大学)

共收录 737
2507.01418 2025-07-03 cs.CY cs.AI

Penalizing Transparency? How AI Disclosure and Author Demographics Shape Human and AI Judgments About Writing

Inyoung Cheong, Alicia Guo, Mina Lee, Zhehui Liao, Kowe Kadoma, Dongyoung Go, Joseph Chee Chang, Peter Henderson, Mor Naaman, Amy X. Zhang

机构 * Princeton University(普林斯顿大学) University of Washington(华盛顿大学) University of Chicago(芝加哥大学) Cornell University(康奈尔大学) Allen Institute for AI(人工智能研究院)

Comments Presented at CHIWORK 2025 Workshop on Generative AI Disclosure, Ownership, and Accountability in Co-Creative Domains

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2503.17405 2025-07-03 cs.MS cs.LG stat.CO stat.ML

Efficiently Vectorized MCMC on Modern Accelerators

Hugh Dance, Pierre Glaser, Peter Orbanz, Ryan Adams

机构 * Gatsby Unit, University College London, UK(伦敦大学学院Gatsby单位) Department of Computer Science, Princeton University, USA(普林斯顿大学计算机科学系)

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2412.05563 2025-07-03 cs.CL cs.AI

A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions

Ola Shorinwa, Zhiting Mei, Justin Lidard, Allen Z. Ren, Anirudha Majumdar

机构 * Princeton University(普林斯顿大学)

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2507.00514 2025-07-02 astro-ph.CO cs.LG

Simulation-Efficient Cosmological Inference with Multi-Fidelity SBI

Leander Thiele, Adrian E. Bayer, Naoya Takeishi

机构 * Kavli IPMU (WPI), UTIAS, The University of Tokyo, Japan(Kavli IPMU(WPI)、UTIAS、东京大学) Center for Data-Driven Discovery, Kavli IPMU (WPI), Japan(数据驱动发现中心、Kavli IPMU(WPI)、日本) Center for Computational Astrophysics, Flatiron Institute, New York, USA(计算天体物理学中心、Flatiron研究所、美国纽约) Department of Astrophysical Sciences, Princeton University, USA(天体物理学系、普林斯顿大学、美国) RCAST, The University of Tokyo, Japan(RCAST、东京大学、日本)

Comments 5 pages, 4 figures; accepted at ICML-colocated ML4Astro 2025 workshop

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2507.00082 2025-07-02 cs.LG cs.AI cs.CL

Federated Learning-Enabled Hybrid Language Models for Communication-Efficient Token Transmission

Faranaksadat Solat, Joohyung Lee, Mohamed Seif, Dusit Niyato, H. Vincent Poor

机构 * Department of Computing, Gachon Univ.(高恩大学计算机系) School of Computer Engineering, Nanyang Technological University(南洋理工大学计算机工程学院) Department of Electrical and Computer Engineering, Princeton University(普林斯顿大学电气与计算机工程系)

Comments 17 pages, 16 figures, IEEE Internet of Things

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2411.19278 2025-07-02 cs.CV

OMNI-DC: Highly Robust Depth Completion with Multiresolution Depth Integration

Yiming Zuo, Willow Yang, Zeyu Ma, Jia Deng

机构 * Department of Computer Science, Princeton University(计算机科学系,普林斯顿大学)

Comments Accepted to ICCV 2025. Added additional results and ablations

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2408.15237 2025-06-30 cs.LG cs.AI

The Mamba in the Llama: Distilling and Accelerating Hybrid Models

Junxiong Wang, Daniele Paliotta, Avner May, Alexander M. Rush, Tri Dao

机构 * Cornell University(康奈尔大学) University of Geneva(日内瓦大学) Together AI Princeton University(普林斯顿大学)

Comments NeurIPS 2024. v4 updates: mention concurrent work of speculative decoding for SSM

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2506.17859 2025-06-27 cs.LG cs.AI

In-Context Learning Strategies Emerge Rationally

Daniel Wurgaft, Ekdeep Singh Lubana, Core Francisco Park, Hidenori Tanaka, Gautam Reddy, Noah D. Goodman

机构 * Department of Psychology, Stanford University(斯坦福大学心理学系) CBS-NTT Program in Physics of Intelligence, Harvard University(哈佛大学物理智能计划) Joseph Henry Laboratories of Physics, Princeton University(普林斯顿大学乔赛夫·亨利物理实验室) Department of Computer Science, Stanford University(斯坦福大学计算机科学系)

Comments Preprint

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2410.05563 2025-06-25 cs.CL cs.AI cs.LG

Rational Metareasoning for Large Language Models

C. Nicolò De Sabbata, Theodore R. Sumers, Badr AlKhamissi, Antoine Bosselut, Thomas L. Griffiths

机构 * Princeton University(普林斯顿大学) EPFL(洛桑联邦理工学院) Anthropic(Anthropic公司)

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2506.18879 2025-06-24 cs.CL cs.AI

CommVQ: Commutative Vector Quantization for KV Cache Compression

Junyan Li, Yang Zhang, Muhammad Yusuf Hassan, Talha Chafekar, Tianle Cai, Zhile Ren, Pengsheng Guo, Foroozan Karimzadeh, Colorado Reed, Chong Wang, Chuang Gan

机构 * University of Massachusetts Amherst(马萨诸塞大学阿默斯特分校) Massachusetts Institute of Technology(麻省理工学院) Princeton University(普林斯顿大学) Apple Inc(苹果公司)

Comments ICML 2025 poster

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2506.16262 2025-06-24 cs.CV

R3eVision: A Survey on Robust Rendering, Restoration, and Enhancement for 3D Low-Level Vision

Weeyoung Kwon, Jeahun Sung, Minkyu Jeon, Chanho Eom, Jihyong Oh

机构 * Department of Metaverse Convergence, GSAIM, Chung-Ang University(元宇宙融合系、GSAIM、 Chung-Ang 大学) Department of Computer Science, Princeton University(计算机科学系、普林斯顿大学) Department of Imaging Science, GSAIM, Chung-Ang University(成像科学系、GSAIM、 Chung-Ang 大学)

Comments Please visit our project page at https://github.com/CMLab-Korea/Awesome-3D-Low-Level-Vision

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2412.13722 2025-06-24 q-bio.BM cs.LG physics.bio-ph

Data-driven Discovery of Biophysical T Cell Receptor Co-specificity Rules

Andrew G. T. Pyo, Yuta Nagano, Martina Milighetti, James Henderson, Curtis G. Callan, Benny Chain, Ned S. Wingreen, Andreas Tiffeau-Mayer

机构 * Department of Physics, Princeton University, Princeton, NJ, USA(普林斯顿大学物理系) Division of Infection and Immunity, University College London, London, UK(伦敦大学学院感染与免疫系) Division of Medicine, University College London, London, UK(伦敦大学学院医学系) Cancer Institute, University College London, London, UK(伦敦大学学院癌症研究所) Institute for the Physics of Living Systems, University College London, London, UK(伦敦大学学院生命系统物理研究所) Department of Computer Science, University College London, London, UK(伦敦大学学院计算机科学系) Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, USA(普林斯顿大学整合基因组学研究所) Department of Molecular Biology, Princeton University, Princeton, NJ, USA(普林斯顿大学分子生物学系)

Comments 18 pages, 12 figures (accepted in PRX Life)

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2410.03766 2025-06-24 cs.LG cs.AI cs.CL

FutureFill: Fast Generation from Convolutional Sequence Models

Naman Agarwal, Xinyi Chen, Evan Dogariu, Devan Shah, Hubert Strauss, Vlad Feinberg, Daniel Suo, Peter Bartlett, Elad Hazan

机构 * Princeton University(普林斯顿大学) Princeton Language and Intelligence(普林斯顿语言与智能) Google DeepMind(谷歌DeepMind)

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2501.06589 2025-06-23 cs.LG cs.CL cs.DC

Ladder-residual: parallelism-aware architecture for accelerating large model inference with communication overlapping

Muru Zhang, Mayank Mishra, Zhongzhu Zhou, William Brandon, Jue Wang, Yoon Kim, Jonathan Ragan-Kelley, Shuaiwen Leon Song, Ben Athiwaratkun, Tri Dao

机构 * Together AI University of Southern California MIT-IBM Watson Lab University of Sydney Massachusetts Institute of Technology Princeton University

Comments ICML 2025

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2506.14997 2025-06-19 cs.CY cs.CL cs.LG

Hypothesis Testing for Quantifying LLM-Human Misalignment in Multiple Choice Settings

Harbin Hong, Sebastian Caldas, Liu Leqi

机构 * Princeton University(普林斯顿大学) University of Texas at Austin(德克萨斯大学奥斯汀分校)

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2506.14797 2025-06-19 cs.LG cs.AI

Bound by semanticity: universal laws governing the generalization-identification tradeoff

Marco Nurisso, Jesseba Fernando, Raj Deshpande, Alan Perotti, Raja Marjieh, Steven M. Frankland, Richard L. Lewis, Taylor W. Webb, Declan Campbell, Francesco Vaccarino, Jonathan D. Cohen, Giovanni Petri

机构 * Dipartimento di Scienze Matematiche, Politecnico di Torino(都灵理工大学数学科学系) CENTAI Institute(CENTAI研究院) Network Science Institute, Northeastern University(东北大学网络科学研究所) Institute for Experiential AI, Northeastern University(东北大学体验人工智能研究所) NP Lab, Network Science Institute, Northeastern University London(东北大学伦敦网络科学研究所NP实验室) Department of Psychology, Princeton University(普林斯顿大学心理学系) Program in Cognitive Science, Dartmouth College(达特茅斯学院认知科学项目) Department of Psychology, University of Michigan(密歇根大学心理学系) Microsoft Research(微软研究院) Princeton Neuroscience Institute(普林斯顿神经科学研究所) Department of Physics, Northeastern University(东北大学物理系)

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2506.14728 2025-06-18 cs.AI

AgentDistill: Training-Free Agent Distillation with Generalizable MCP Boxes

Jiahao Qiu, Xinzhe Juan, Yimin Wang, Ling Yang, Xuan Qi, Tongcheng Zhang, Jiacheng Guo, Yifu Lu, Zixin Yao, Hongru Wang, Shilong Liu, Xun Jiang, Liu Leqi, Mengdi Wang

机构 * AI Lab, Princeton University(普林斯顿大学人工智能实验室) University of Michigan(密歇根大学) IIIS, Tsinghua University(清华大学人工智能研究院) Shanghai Jiao Tong University(上海交通大学) Columbia University(哥伦比亚大学) The Chinese University of Hong Kong(香港中文大学) Tianqiao and Chrissy Chen Institute(田桥和克里斯蒂·陈研究所) University of Texas at Austin(德克萨斯大学奥斯汀分校)

Comments 10 pages, 5 figures

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2503.10622 2025-06-17 cs.LG cs.AI cs.CL cs.CV

Transformers without Normalization

Jiachen Zhu, Xinlei Chen, Kaiming He, Yann LeCun, Zhuang Liu

机构 * FAIR, Meta(FAIR与Meta公司) New York University(纽约大学) MIT(麻省理工学院) Princeton University(普林斯顿大学)

Comments CVPR 2025; Project page: https://jiachenzhu.github.io/DyT/

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2502.12150 2025-06-17 cs.CL

Idiosyncrasies in Large Language Models

Mingjie Sun, Yida Yin, Zhiqiu Xu, J. Zico Kolter, Zhuang Liu

机构 * Carnegie Mellon University(卡内基梅隆大学) Princeton University(普林斯顿大学) University of Pennsylvania(宾夕法尼亚大学)

Comments Published in ICML 2025. Website at https://eric-mingjie.github.io/llm-idiosyncrasies/index.html

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2502.10058 2025-06-17 cs.CL eess.AS

MTLM: Incorporating Bidirectional Text Information to Enhance Language Model Training in Speech Recognition Systems

Qingliang Meng, Pengju Ren, Tian Li, Changsong Dai, Huizhi Liang

机构 * Princeton University, Princeton NJ 08544, USA, , WWW home page: http://users/ iekeland/web/welcome.html Universit\' e de Paris-Sud, Laboratoire d'Analyse Num\' e rique, B\ a timent 425, F-91405 Orsay Cedex, France Megatronix, Beijing, China Baidu, Inc., Beijing, China Shumei AI Research Institute, Beijing China Newcastle University, Newcastle Upon Tyne, United Kingdom

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2501.01426 2025-06-17 cs.CV cs.CL cs.LG

Unifying Specialized Visual Encoders for Video Language Models

Jihoon Chung, Tyler Zhu, Max Gonzalez Saez-Diez, Juan Carlos Niebles, Honglu Zhou, Olga Russakovsky

机构 * Department of Computer Science, Princeton University, Princeton, NJ, United States(普林斯顿大学计算机科学系) Salesforce Research, Palo Alto, CA, United States(Salesforce研究)

Comments Accepted to ICML 2025 as a Poster. Project page: https://tylerzhu.com/merv/

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2411.18688 2025-06-17 cs.CR cs.AI cs.LG

Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment

Soumya Suvra Ghosal, Souradip Chakraborty, Vaibhav Singh, Tianrui Guan, Mengdi Wang, Alvaro Velasquez, Ahmad Beirami, Furong Huang, Dinesh Manocha, Amrit Singh Bedi

机构 * University of Maryland(马里兰大学) Indian Institute of Technology Bombay(印度班加罗尔理工学院) Princeton University(普林斯顿大学) University of Colorado Boulder(科罗拉多大学博尔德分校) Capital One(Capital One公司) University of Central Florida(佛罗里达中央大学)

Comments Accepted to CVPR 2025

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2410.21333 2025-06-17 cs.LG cs.AI cs.CL cs.CY

Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse

Ryan Liu, Jiayi Geng, Addison J. Wu, Ilia Sucholutsky, Tania Lombrozo, Thomas L. Griffiths

机构 * Department of Computer Science, Princeton University, Princeton, NJ, USA(计算机科学系,普林斯顿大学) NYU Center for Data Science, New York University, New York, NY, USA(纽约大学数据科学中心) Department of Psychology, Princeton University, Princeton, NJ, USA(心理学系,普林斯顿大学)

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2506.11100 2025-06-16 cs.LG cs.AI cs.DC physics.atm-clus physics.data-an

An Active Learning-Based Streaming Pipeline for Reduced Data Training of Structure Finding Models in Neutron Diffractometry

Tianle Wang, Jorge Ramirez, Cristina Garcia-Cardona, Thomas Proffen, Shantenu Jha, Sudip K. Seal

机构 * Computational Science Initiative, Brookhaven National Laboratory(布鲁海文国家实验室计算科学计划) Computer Science and Mathematics Division, Oak Ridge National Laboratory(橡树岭国家实验室计算机科学与数学 division) Computer, Computational and Statistical Sciences Division, Los Alamos National Laboratory(洛斯阿拉莫斯国家实验室计算机、计算与统计科学 division) Spallation Neutron Source, Oak Ridge National Laboratory(橡树岭国家实验室中子散射源) Rutgers, The State University of New Jersey(新泽西州立大学罗切斯特分校) Princeton Plasma Physics Laboratory(普林斯顿等离子物理实验室) Princeton University(普林斯顿大学)

Journal ref 2024 IEEE International Conference on Big Data (BigData), Washington, DC, USA, 2024, pp. 1873-1882

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2506.10287 2025-06-13 cs.RO

Multi-Timescale Dynamics Model Bayesian Optimization for Plasma Stabilization in Tokamaks

Rohit Sonker, Alexandre Capone, Andrew Rothstein, Hiro Josep Farre Kaga, Egemen Kolemen, Jeff Schneider

机构 * Robotics Institute, Carnegie Mellon University, Pittsburgh, PA, USA(卡内基梅隆大学机器人研究所) Princeton University, Princeton, NJ, USA(普林斯顿大学) Princeton Plasma Physics Laboratory, Princeton, NJ, US(普林斯顿等离子物理实验室)

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2502.13228 2025-06-12 cs.LG cs.AI stat.ML

Conformal Prediction as Bayesian Quadrature

Jake C. Snell, Thomas L. Griffiths

机构 * Department of Psychology, Princeton University(心理学系,普林斯顿大学) Department of Computer Science, Princeton University(计算机科学系,普林斯顿大学)

Comments ICML 2025 camera-ready version (accepted as an oral presentation). 16 pages, 4 figures. Code available at https://github.com/jakesnell/conformal-as-bayes-quad

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2502.11420 2025-06-12 cs.LG

Training-Free Guidance Beyond Differentiability: Scalable Path Steering with Tree Search in Diffusion and Flow Models

Yingqing Guo, Yukang Yang, Hui Yuan, Mengdi Wang

机构 * Princeton University(普林斯顿大学)

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2502.00963 2025-06-12 cs.LG

PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs

Mauricio Soroco, Jialin Song, Mengzhou Xia, Kye Emond, Weiran Sun, Wuyang Chen

机构 * Princeton University(普林斯顿大学) Simon Fraser University(西蒙弗雷泽大学) School of Computing Science, Simon Fraser University(西蒙弗雷泽大学计算科学学院)

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2501.08617 2025-06-11 cs.LG cs.AI cs.CL

RLHS: Mitigating Misalignment in RLHF with Hindsight Simulation

Kaiqu Liang, Haimin Hu, Ryan Liu, Thomas L. Griffiths, Jaime Fernández Fisac

机构 * Princeton University(普林斯顿大学)

Comments 27 pages, 18 figures

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2406.08466 2025-06-11 cs.LG cs.AI math.ST stat.ML stat.TH

Scaling Laws in Linear Regression: Compute, Parameters, and Data

Licong Lin, Jingfeng Wu, Sham M. Kakade, Peter L. Bartlett, Jason D. Lee

机构 * UC Berkeley(伯克利大学) Harvard University(哈佛大学) Google DeepMind(谷歌DeepMind) Princeton University(普林斯顿大学)

Comments fixed typos

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