Deep Variational Multivariate Information Bottleneck -- A Framework for Variational Losses
Eslam Abdelaleem, Ilya Nemenman, K. Michael Martini
机构
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Department of Physics Emory University(埃默里大学物理系)
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Departments of Physics and Biology Initiative in Theory and Modeling of Living Systems Emory University(埃默里大学物理与生物学理论与活体系统建模研究所)
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Georgia Institute of Technology(佐治亚理工学院)
TrajFlow: Multi-modal Motion Prediction via Flow Matching
Qi Yan, Brian Zhang, Yutong Zhang, Daniel Yang, Joshua White, Di Chen, Jiachao Liu, Langechuan Liu, Binnan Zhuang, Shaoshuai Shi, Renjie Liao
机构
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University of British Columbia(不列颠哥伦比亚大学)
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Vector Institute for AI(向量人工智能研究所)
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University of Waterloo(滑铁卢大学)
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Georgia Institute of Technology(佐治亚理工学院)
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Carnegie Mellon University(卡内基梅隆大学)
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Tesla(特斯拉)
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XPeng Motors(小鹏汽车)
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Leapmotor
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Nvidia(英伟达)
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DiDi(滴滴出行)
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Canada CIFAR AI Chair(加拿大 CIFAR 人工智能主席)
From Intention To Implementation: Automating Biomedical Research via LLMs
Yi Luo, Linghang Shi, Yihao Li, Aobo Zhuang, Yeyun Gong, Ling Liu, Chen Lin
机构
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School of Informatics, National Institute for Data Science in Health and Medicine, Xiamen University, Xiamen(信息学院、医学数据科学国家研究院、厦门大学、厦门)
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School of Medicine, Xiamen University, Xiamen(医学院、厦门大学、厦门)
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Microsoft Research Asia, Beijing(微软亚洲研究院、北京)
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College of Computing, Georgia Institute of Technology, Atlanta(计算学院、佐治亚理工学院、亚特兰大)
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Zhongguancun Academy, Beijing(中关村学院、北京)
CommentsTo appear in SCIENCE CHINA Information Sciences. If you find our work useful, please cite us as: @article{ BioResearcher, author = "Yi Luo and Linghang Shi and Yihao Li and Aobo Zhuang and Yeyun Gong and Ling Liu and Chen Lin", title = "From Intention To Implementation: Automating Biomedical Research via LLMs", journal = "SCIENCE CHINA Information Sciences", year = "2025" }
Journal refSCIENCE CHINA Information Science, 2025, 68(7): 78-95
Efficient Certified Reasoning for Binarized Neural Networks
Jiong Yang, Yong Kiam Tan, Mate Soos, Magnus O. Myreen, Kuldeep S. Meel
机构
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Georgia Institute of Technology(佐治亚理工学院)
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United States Institute for Infocomm Research (I 2 R)(美国信息与通信研究所)
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Nanyang Technological University(南洋理工大学)
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University of Toronto(多伦多大学)
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Chalmers University of Technology(楚克大学)
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University of Gothenburg(哥德堡大学)
Comments18 pages, 4 figures, to be published in SAT25
Elements of World Knowledge (EWoK): A Cognition-Inspired Framework for Evaluating Basic World Knowledge in Language Models
Anna A. Ivanova, Aalok Sathe, Benjamin Lipkin, Unnathi Kumar, Setayesh Radkani, Thomas H. Clark, Carina Kauf, Jennifer Hu, R. T. Pramod, Gabriel Grand, Vivian Paulun, Maria Ryskina, Ekin Akyürek, Ethan Wilcox, Nafisa Rashid, Leshem Choshen, Roger Levy, Evelina Fedorenko, Joshua Tenenbaum, Jacob Andreas
CommentsAccepted to Transactions of the ACL (TACL). Contains 25 pages (14 main), 6 figures. Visit http://ewok-core.github.io for data and code. Authors Anna Ivanova, Aalok Sathe, Benjamin Lipkin contributed equally
InstantSplat: Sparse-view Gaussian Splatting in Seconds
Zhiwen Fan, Wenyan Cong, Kairun Wen, Kevin Wang, Jian Zhang, Xinghao Ding, Danfei Xu, Boris Ivanovic, Marco Pavone, Georgios Pavlakos, Zhangyang Wang, Yue Wang
机构
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University of Texas at Austin(德克萨斯大学)
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Nvidia Research(英伟达研究)
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Xiamen University(厦门大学)
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Georgia Institute of Technology(佐治亚理工学院)
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Stanford University(斯坦福大学)
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University of Southern California(南加州大学)
The Artificial Scientist -- in-transit Machine Learning of Plasma Simulations
Jeffrey Kelling, Vicente Bolea, Michael Bussmann, Ankush Checkervarty, Alexander Debus, Jan Ebert, Greg Eisenhauer, Vineeth Gutta, Stefan Kesselheim, Scott Klasky, Vedhas Pandit, Richard Pausch, Norbert Podhorszki, Franz Poschel, David Rogers, Jeyhun Rustamov, Steve Schmerler, Ulrich Schramm, Klaus Steiniger, Rene Widera, Anna Willmann, Sunita Chandrasekaran
机构
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Helmholtz-Zentrum Dresden-Rossendorf (HZDR)(德累斯顿-罗斯托克亥姆霍兹中心)
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Chemnitz University of Technology(化学工业大学)
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Kitware Inc.(Kitware公司)
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Center for Advance Systems Understanding (CASUS)(先进系统理解中心)
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Georgia Institute of Technology(佐治亚理工学院)
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University of Delaware(德雷尔斯大学)
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Oak Ridge National Laboratory(奥克兰国家实验室)
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Forschungszentrum Jülich(尤利奇研究中心)
Comments12 pages, 9 figures, in 2025 IEEE International Parallel and Distributed Processing Symposium (IPDPS), Milan, Italy, 2025
PEAKS: Selecting Key Training Examples Incrementally via Prediction Error Anchored by Kernel Similarity
Mustafa Burak Gurbuz, Xingyu Zheng, Constantine Dovrolis
机构
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School of Computer Science, Georgia Institute of Technology, USA
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The Cyprus Institute, Cyprus
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School of Biological Sciences, Cold Spring Harbor Laboratory, USA
Unifying Biomedical Vision-Language Expertise: Towards a Generalist Foundation Model via Multi-CLIP Knowledge Distillation
Shansong Wang, Zhecheng Jin, Mingzhe Hu, Mojtaba Safari, Feng Zhao, Chih-Wei Chang, Richard LJ Qiu, Justin Roper, David S. Yu, Xiaofeng Yang
机构
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Department of Radiation Oncology, Winship Cancer Institute, Emory University School of Medicine(放射肿瘤科,Winship癌症研究所,埃默里大学医学院)
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Department of Biomedical Engineering, College of Engineering, Georgia Institute of Technology(生物医学工程系,工程学院,佐治亚理工学院)
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Department of Computer Science and Mathematics, Laney Graduate School, Emory University(计算机科学与数学系,兰尼研究生院,埃默里大学)
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School of Electrical and Computer Engineering, College of Engineering, Georgia Institute of Technology(电气与计算机工程系,工程学院,佐治亚理工学院)
Exploration from a Primal-Dual Lens: Value-Incentivized Actor-Critic Methods for Sample-Efficient Online RL
Tong Yang, Bo Dai, Lin Xiao, Yuejie Chi
机构
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CMU Carnegie Mellon University(卡内基梅隆大学)
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Georgia Institute of Technology(佐治亚理工学院)
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Meta Fundamental AI Research, Meta(Meta基础人工智能研究)
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CMU(卡内基梅隆大学)
Convergence of flow-based generative models via proximal gradient descent in Wasserstein space
Xiuyuan Cheng, Jianfeng Lu, Yixin Tan, Yao Xie
机构
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Department of Mathematics, Duke University(杜克大学数学系)
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Department of Physics and Department of Chemistry, Duke University(杜克大学物理系和化学系)
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H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology(佐治亚理工学院H. Milton Stewart工业与系统工程学院)
Empowering Digital Agriculture: A Privacy-Preserving Framework for Data Sharing and Collaborative Research
Osama Zafar, Rosemarie Santa González, Mina Namazi, Alfonso Morales, Erman Ayday
机构
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Department of Computer and Data Sciences(计算机与数据科学系)
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Case Western Reserve University(凯斯西储大学)
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School of Computer Science(计算机科学学院)
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Georgia Institute of Technology(佐治亚理工学院)
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Department of Planning and Landscape Architecture(规划与景观建筑系)
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University of Wisconsin–Madison(威斯康星大学麦迪逊分校)
CommentsarXiv admin note: text overlap with arXiv:2409.06069
Communication-Aware Map Compression for Online Path-Planning: A Rate-Distortion Approach
Ali Reza Pedram, Evangelos Psomiadis, Dipankar Maity, Panagiotis Tsiotras
机构
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Department of Aerospace Engineering of Georgia Institute of Technology(佐治亚理工学院航空航天工程系)
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Department of Electrical and Computer Engineering, University of North Carolina at Charlotte(北卡罗来纳大学夏洛特分校电气与计算机工程系)