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Massachusetts Institute of Technology(麻省理工学院)

共收录 2224
2501.02648 2025-06-27 cs.LG cs.AI

Representation Learning of Lab Values via Masked AutoEncoders

David Restrepo, Chenwei Wu, Yueran Jia, Jaden K. Sun, Jack Gallifant, Catherine G. Bielick, Yugang Jia, Leo A. Celi

机构 * Massachusetts Institute of Technology (MIT)(麻省理工学院) Université Paris-Saclay(巴黎-萨克雷大学) University of Michigan(密歇根大学) Northeastern University(东北大学) Harvard Medical School(哈佛医学院) Brigham and Women’s Hospital/Dana-Farber Cancer Institute(哈佛医学院-布里特医院/达纳-法伯癌症研究所) Beth Israel Deaconess Medical Center(贝斯以色列医疗中心)

Comments 14 pages of main text, 11 appendix

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2506.21330 2025-06-27 cs.CV cs.AI

Holistic Surgical Phase Recognition with Hierarchical Input Dependent State Space Models

Haoyang Wu, Tsun-Hsuan Wang, Mathias Lechner, Ramin Hasani, Jennifer A. Eckhoff, Paul Pak, Ozanan R. Meireles, Guy Rosman, Yutong Ban, Daniela Rus

机构 * UM-SJTU Joint Institute, Shanghai Jiao Tong University, Shanghai 200240, China(上海交通大学-乌姆联合研究所,上海交通大学,上海200240,中国) Computer Science & Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Boston, MA 02139, USA(计算机科学与人工智能实验室,麻省理工学院,波士顿,马萨诸塞州02139,美国) Liquid AI, Boston, MA 02142, USA(Liquid AI,波士顿,马萨诸塞州02142,美国) University Hospital of Cologne, Cologne 50937, Germany(科隆大学医院,科隆50937,德国) Department of Surgery, Duke University, Durhamm, NC 27707, USA(外科系,达勒姆大学,达勒姆,北卡罗来纳州27707,美国)

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2506.20989 2025-06-27 cs.CL cs.LG

Can Gradient Descent Simulate Prompting?

Eric Zhang, Leshem Choshen, Jacob Andreas

机构 * MIT CSAIL(麻省理工学院计算机科学与人工智能实验室)

Comments 14 pages, 2 figures

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2506.19820 2025-06-25 q-bio.BM cs.LG

ProxelGen: Generating Proteins as 3D Densities

Felix Faltings, Hannes Stark, Regina Barzilay, Tommi Jaakkola

机构 * CSAIL, Massachusetts Institute of Technology(CSAIL,麻省理工学院)

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2506.19243 2025-06-25 cs.LG cs.NA math.NA

High precision PINNs in unbounded domains: application to singularity formulation in PDEs

Yixuan Wang, Ziming Liu, Zongyi Li, Anima Anandkumar, Thomas Y. Hou

机构 * California Institute of Technology(加州理工学院) Massachusetts Institute of Technology(麻省理工学院) The NSF Institute for Artificial Intelligence and Fundamental Interactions(NSF人工智能与基础相互作用研究所)

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2506.19025 2025-06-25 math.ST cs.AI cs.LG stat.ME stat.ML stat.TH

Statistical Inference for Optimal Transport Maps: Recent Advances and Perspectives

Sivaraman Balakrishnan, Tudor Manole, Larry Wasserman

机构 * Department of Statistics and Data Science(统计与数据科学系) Machine Learning Department(机器学习系) Carnegie Mellon University(卡内基梅隆大学) Statistics and Data Science Center(统计与数据科学中心) Massachusetts Institute of Technology(麻省理工学院)

Comments 36 pages, 1 figure

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2506.18729 2025-06-25 cs.SD cs.AI eess.AS

MuseControlLite: Multifunctional Music Generation with Lightweight Conditioners

Fang-Duo Tsai, Shih-Lun Wu, Weijaw Lee, Sheng-Ping Yang, Bo-Rui Chen, Hao-Chung Cheng, Yi-Hsuan Yang

机构 * National Taiwan University(国立台湾大学) Massachusetts Institute of Technology(麻省理工学院)

Comments Accepted by the 42nd International Conference on Machine Learning (ICML 2025)

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2505.07141 2025-06-25 cs.RO

Terrain-aware Low Altitude Path Planning

Yixuan Jia, Andrea Tagliabue, Annika Thomas, Navid Dadkhah Tehrani, Jonathan P. How

机构 * Massachusetts Institute of Technology(麻省理工学院) Lockheed Martin Corporation — Sikorsky Aircraft(洛克希德·马丁公司——西科斯基飞机)

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2405.08498 2025-06-25 cs.LG stat.ML

Learning Decision Policies with Instrumental Variables through Double Machine Learning

Daqian Shao, Ashkan Soleymani, Francesco Quinzan, Marta Kwiatkowska

机构 * Department of Computer Science, University of Oxford(牛津大学计算机科学系) Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology(麻省理工学院电子工程与计算机科学系)

Comments Accepted at ICML 2024

Journal ref Proceedings of the 41st International Conference on Machine Learning, PMLR 235:44489-44514, 2024

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2403.12029 2025-06-25 cs.CV cs.AI cs.LG

Align and Distill: Unifying and Improving Domain Adaptive Object Detection

Justin Kay, Timm Haucke, Suzanne Stathatos, Siqi Deng, Erik Young, Pietro Perona, Sara Beery, Grant Van Horn

机构 * MIT(麻省理工学院) Caltech(加州理工学院) AWS(亚马逊公司) Skagit Fisheries Enhancement Group(斯克里普斯渔业增强集团) UMass Amherst(马萨诸塞大学阿默斯特分校)

Comments TMLR camera ready (Featured Certification). 33 pages, 15 figures

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2506.18885 2025-06-24 cs.RO cs.CV

GRAND-SLAM: Local Optimization for Globally Consistent Large-Scale Multi-Agent Gaussian SLAM

Annika Thomas, Aneesa Sonawalla, Alex Rose, Jonathan P. How

机构 * Aerospace Controls Laboratory at Massachusetts Institute of Technology(麻省理工学院航空航天控制实验室)

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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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2506.18196 2025-06-24 cs.HC cs.AI cs.SD eess.AS

Two Sonification Methods for the MindCube

Fangzheng Liu, Lancelot Blanchard, Don D. Haddad, Joseph A. Paradiso

机构 * MIT Media Lab(MIT媒体实验室)

Comments 5 pages, 5 figures

Journal ref Proceedings of the International Conference on New Interfaces for Musical Expression, 2025

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2506.18143 2025-06-24 cs.HC cs.AI cs.SD eess.AS

AI Harmonizer: Expanding Vocal Expression with a Generative Neurosymbolic Music AI System

Lancelot Blanchard, Cameron Holt, Joseph A. Paradiso

机构 * MIT Media Lab(MIT媒体实验室) Massachusetts Institute of Technology(麻省理工学院)

Comments 4 pages, 3 figures

Journal ref Proceedings of the International Conference on New Interfaces for Musical Expression, 2025

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2506.17506 2025-06-24 cs.CL cs.OS

VeriLocc: End-to-End Cross-Architecture Register Allocation via LLM

Lesheng Jin, Zhenyuan Ruan, Haohui Mai, Jingbo Shang

机构 * UC San Diego(加州大学圣地亚哥分校) MIT(麻省理工学院) CausalFlow Inc.(CausalFlow公司)

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2310.06417 2025-06-24 cs.LG cs.AI

Supercharging Graph Transformers with Advective Diffusion

Qitian Wu, Chenxiao Yang, Kaipeng Zeng, Michael Bronstein

机构 * Eric and Wendy Schmidt Center, Broad Institute of MIT and Harvard(埃里克和wendy Schmidt中心,MIT和哈佛大学Broad研究所) Toyota Technological Institute at Chicago(芝加哥丰田技术研究所) Shanghai Jiao Tong University(上海交通大学) University of Oxford(牛津大学)

Comments Accepted to ICML 2025

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2506.17333 2025-06-24 cs.LG cond-mat.dis-nn cond-mat.mtrl-sci q-bio.QM

AutomataGPT: Forecasting and Ruleset Inference for Two-Dimensional Cellular Automata

Jaime A. Berkovich, Noah S. David, Markus J. Buehler

机构 * Laboratory for Atomistic and Molecular Mechanics (LAMM)(原子分子力学实验室) Department of Materials Science and Engineering(材料科学与工程系) Department of Civil and Environmental Engineering(土木与环境工程系) Department of Mechanical Engineering(机械工程系) Center for Computational Science and Engineering(计算科学与工程中心) Schwarzman College of Computing, Massachusetts Institute of Technology(计算学院,麻省理工学院)

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2304.10640 2025-06-24 cs.DC cs.LG cs.NA math.NA

A Comparative Analysis of Distributed Linear Solvers under Data Heterogeneity

Boris Velasevic, Rohit Parasnis, Christopher G. Brinton, Navid Azizan

机构 * MIT(麻省理工学院) Purdue(普渡大学) MIT-IBM Watson AI Lab(MIT-IBM Watson AI实验室)

Comments 16 pages, 6 figures

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2506.17218 2025-06-23 cs.CV cs.AI

Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens

Zeyuan Yang, Xueyang Yu, Delin Chen, Maohao Shen, 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)

Comments Project page: https://vlm-mirage.github.io/

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2506.17133 2025-06-23 eess.IV cs.AI cs.CV cs.LG

Robust Training with Data Augmentation for Medical Imaging Classification

Josué Martínez-Martínez, Olivia Brown, Mostafa Karami, Sheida Nabavi

机构 * University of Connecticut(康涅狄格大学) MIT Lincoln Laboratory(麻省理工学院林肯实验室)

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2506.16940 2025-06-23 cs.CV

LunarLoc: Segment-Based Global Localization on the Moon

Annika Thomas, Robaire Galliath, Aleksander Garbuz, Luke Anger, Cormac O'Neill, Trevor Johst, Dami Thomas, George Lordos, Jonathan P. How

机构 * Massachusetts Institute of Technology(麻省理工学院)

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2506.16755 2025-06-23 cs.CL cs.AI

Language-Informed Synthesis of Rational Agent Models for Grounded Theory-of-Mind Reasoning On-The-Fly

Lance Ying, Ryan Truong, Katherine M. Collins, Cedegao E. Zhang, Megan Wei, Tyler Brooke-Wilson, Tan Zhi-Xuan, Lionel Wong, Joshua B. Tenenbaum

机构 * MIT(麻省理工学院) Harvard University(哈佛大学) University of Cambridge(剑桥大学) Brown University(布朗大学) Yale University(耶鲁大学) Stanford University(斯坦福大学)

Comments 5 figures, 19 pages

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2506.16651 2025-06-23 cs.LG cs.CC cs.DS

A Distributional-Lifting Theorem for PAC Learning

Guy Blanc, Jane Lange, Carmen Strassle, Li-Yang Tan

机构 * Stanford(斯坦福大学) MIT(麻省理工学院)

Comments COLT 2025

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2506.16500 2025-06-23 cs.LG

SparseLoRA: Accelerating LLM Fine-Tuning with Contextual Sparsity

Samir Khaki, Xiuyu Li, Junxian Guo, Ligeng Zhu, Chenfeng Xu, Konstantinos N. Plataniotis, Amir Yazdanbakhsh, Kurt Keutzer, Song Han, Zhijian Liu

机构 * University of Toronto(多伦多大学) MIT(麻省理工学院) Google DeepMind(谷歌DeepMind)

Comments ICML 2025. The first three authors contributed equally to this work. Project page: https://z-lab.ai/projects/sparselora

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2504.12345 2025-06-23 cs.CL cs.CY cs.MA

Reimagining Urban Science: Scaling Causal Inference with Large Language Models

Yutong Xia, Ao Qu, Yunhan Zheng, Yihong Tang, Dingyi Zhuang, Yuxuan Liang, Shenhao Wang, Cathy Wu, Lijun Sun, Roger Zimmermann, Jinhua Zhao

机构 * MIT(麻省理工学院) NUS(国立大学新加坡) McGill(麦吉尔大学) HKUST(香港科技大学) UFL(佛罗里达大学)

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2503.23101 2025-06-23 cs.LG cs.AI

RL2Grid: Benchmarking Reinforcement Learning in Power Grid Operations

Enrico Marchesini, Benjamin Donnot, Constance Crozier, Ian Dytham, Christian Merz, Lars Schewe, Nico Westerbeck, Cathy Wu, Antoine Marot, Priya L. Donti

机构 * Massachusetts Institute of Technology(麻省理工学院) RTE France(法国电网公司) Georgia Institute of Technology(佐治亚理工学院) National Grid ESO(国家电网电力系统运营公司) Hertz(50赫兹研究所) University of Edinburgh(爱丁堡大学)

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2502.21049 2025-06-23 cs.CV cs.AI eess.IV

Synthesizing Individualized Aging Brains in Health and Disease with Generative Models and Parallel Transport

Jingru Fu, Yuqi Zheng, Neel Dey, Daniel Ferreira, Rodrigo Moreno

机构 * Division of Biomedical Imaging, KTH Royal Institute of Technology, Stockholm, Sweden(生物医学成像系,皇家理工学院,斯德哥尔摩,瑞典) Division of Clinical Geriatrics, Center for Alzheimer Research, Karolinska Institute, Stockholm, Sweden(临床老年医学系,阿尔茨海默病研究中心,卡罗林斯卡研究所,斯德哥尔摩,瑞典) Division of Gene Technology, KTH Royal Institute of Technology, Stockholm, Sweden(基因技术系,皇家理工学院,斯德哥尔摩,瑞典) Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, MA, USA(计算机科学与人工智能实验室,麻省理工学院,马萨诸塞州,美国) MedTechLabs, BioClinicum, Karolinska University Hospital, Solna, Sweden(MedTechLabs,BioClinicum,卡罗林斯卡大学医院,索纳,瑞典)

Comments 20 pages, 9 figures, 6 tables, diffeomorphic registration, parallel transport, brain aging, medical image generation, Alzheimer's disease

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2404.11511 2025-06-23 eess.IV cs.CV

Event Cameras Meet SPADs for High-Speed, Low-Bandwidth Imaging

Manasi Muglikar, Siddharth Somasundaram, Akshat Dave, Edoardo Charbon, Ramesh Raskar, Davide Scaramuzza

机构 * Robotics and Perception Group, University of Zurich, Switzerland(苏黎世大学机器人与感知组) Camera Culture Group, MIT Media Lab, USA(MIT媒体实验室相机文化组) EPFL, Lausanne, Switzerland(日内瓦联邦理工学院)

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025

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2404.02058 2025-06-23 cs.LG physics.chem-ph

Generalizable, Fast, and Accurate DeepQSPR with fastprop

Jackson Burns, William Green

机构 * Massachusetts Institute of Technology(麻省理工学院)

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2506.15786 2025-06-23 cs.GR cs.AI cs.LG physics.comp-ph physics.optics

Graphics4Science: Computer Graphics for Scientific Impacts

Peter Yichen Chen, Minghao Guo, Hanspeter Pfister, Ming Lin, William Freeman, Qixing Huang, Han-Wei Shen, Wojciech Matusik

机构 * University of British Columbia(不列颠哥伦比亚大学) CSAIL, MIT(计算机科学与人工智能实验室, 麻省理工学院) University of Texas Austin(德克萨斯大学奥斯汀分校) University of Maryland College Park(马里兰大学学院公园分校) Harvard University(哈佛大学) The University of Texas at Austin(德克萨斯大学奥斯汀分校)

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