ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning
Mingyang Chen, Linzhuang Sun, Tianpeng Li, Haoze Sun, Yijie Zhou, Chenzheng Zhu, Haofen Wang, Jeff Z. Pan, Wen Zhang, Huajun Chen, Fan Yang, Zenan Zhou, Weipeng Chen
机构
*
Baichuan Inc.(北川公司)
;
University of Chinese Academy of Sciences(中国科学院大学)
;
Tongji University(同济大学)
;
The University of Edinburgh(爱丁堡大学)
;
Zhejiang University(浙江大学)
机构
*
The Chinese University of Hong Kong(香港中文大学)
;
City University of Hong Kong(香港城市大学)
;
Huawei Noah’s Ark Lab(华为诺亚实验室)
;
University of Edinburgh(爱丁堡大学)
Wasserstein Convergence of Score-based Generative Models under Semiconvexity and Discontinuous Gradients
Stefano Bruno, Sotirios Sabanis
机构
*
School of Mathematics University of Edinburgh, United Kingdom(爱丁堡大学数学学院)
;
Department of Industrial Engineering Ulsan National Institute of Science and Technology, Republic of Korea(釜山国立科学技术院工业工程系)
;
National Technical University of Athens, Greece(雅典国家技术大学)
;
Archimedes, Athena Research Center, Greece(阿提卡研究中心)
CommentsAccepted for publication in Transactions on Machine Learning Research
Latent Conditioned Loco-Manipulation Using Motion Priors
Maciej Stępień, Rafael Kourdis, Constant Roux, Olivier Stasse
机构
*
LAAS-CNRS, Université de Toulouse(CNRS拉法耶特研究所、图卢兹大学)
;
Artificial and Natural Intelligence Toulouse Institute(图卢兹人工智能与自然智能研究所)
;
University of Edinburgh, School of Informatics(爱丁堡大学信息学院)
SEMMA: A Semantic Aware Knowledge Graph Foundation Model
Arvindh Arun, Sumit Kumar, Mojtaba Nayyeri, Bo Xiong, Ponnurangam Kumaraguru, Antonio Vergari, Steffen Staab
机构
*
Institute for AI, University of Stuttgart(斯图加特大学人工智能研究所)
;
IIIT Hyderabad(海得拉巴国家理工学院)
;
Stanford University(斯坦福大学)
;
University of Edinburgh(爱丁堡大学)
;
University of Southampton(南安普顿大学)
Towards deployment-centric multimodal AI beyond vision and language
Xianyuan Liu, Jiayang Zhang, Shuo Zhou, Thijs L. van der Plas, Avish Vijayaraghavan, Anastasiia Grishina, Mengdie Zhuang, Daniel Schofield, Christopher Tomlinson, Yuhan Wang, Ruizhe Li, Louisa van Zeeland, Sina Tabakhi, Cyndie Demeocq, Xiang Li, Arunav Das, Orlando Timmerman, Thomas Baldwin-McDonald, Jinge Wu, Peizhen Bai, Zahraa Al Sahili, Omnia Alwazzan, Thao N. Do, Mohammod N. I. Suvon, Angeline Wang, Lucia Cipolina-Kun, Luigi A. Moretti, Lucas Farndale, Nitisha Jain, Natalia Efremova, Yan Ge, Marta Varela, Hak-Keung Lam, Oya Celiktutan, Ben R. Evans, Alejandro Coca-Castro, Honghan Wu, Zahraa S. Abdallah, Chen Chen, Valentin Danchev, Nataliya Tkachenko, Lei Lu, Tingting Zhu, Gregory G. Slabaugh, Roger K. Moore, William K. Cheung, Peter H. Charlton, Haiping Lu
机构
*
Centre for Machine Intelligence, University of Sheffield, Sheffield, UK(机器智能中心,谢菲尔德大学)
;
School of Computer Science, University of Sheffield, Sheffield, UK(计算机科学学院,谢菲尔德大学)
;
The Alan Turing Institute, London, UK(艾伦·图灵研究所,伦敦)
;
Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK(代谢、消化与生殖部门,伦敦帝国学院)
;
Department of Applied AI, Simula Research Laboratory, Oslo, Norway(应用人工智能部门,Simula研究实验室,奥斯陆)
;
Information School, University of Sheffield, Sheffield, UK(信息学院,谢菲尔德大学)
;
NHS England, Leeds, UK(英国英格兰国家医疗服务体系,利兹)
;
Institute of Health Informatics, University College London, London, UK(健康信息研究所,伦敦大学学院)
;
Department of Engineering, King’s College London, London, UK(工程部门,伦敦国王学院)
;
Department of Computing Science, University of Aberdeen, Aberdeen, UK(计算科学部门,阿伯丁大学)
;
School of Informatics, University of Edinburgh, Edinburgh, UK(信息学院,爱丁堡大学)
;
School of Engineering Mathematics and Technology, University of Bristol, Bristol, UK(工程数学与技术学院,布里斯托尔大学)
;
Department of Informatics, King’s College London, London, UK(信息部门,伦敦国王学院)
;
Department of Earth Sciences, University of Cambridge, Cambridge, UK(地球科学部门,剑桥大学)
;
Department of Computer Science, University of Manchester, Manchester, UK(计算机科学部门,曼彻斯特大学)
机构
*
Department of Computer Science, The University of Hong Kong, Hong Kong, China(计算机科学系,香港大学,香港,中国)
;
College of International Education, Hebei University of Economics(国际教育学院,河北经贸大学)
;
Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong, China(电气与电子工程系,香港大学,香港,中国)
;
Department of Computer Science, City University of Hong Kong, Hong Kong, China(计算机科学系,城市大学,香港,中国)
;
Institute for Imaging, Data and Communications, University of Edinburgh, UK(成像、数据与通讯研究所,爱丁堡大学,英国)
;
School of Computing, National University of Singapore, Singapore(计算学院,新加坡国立大学,新加坡)
;
Department of Computer Science and Technology, Tsinghua University, China(计算机科学与技术系,清华大学,中国)
机构
*
Department of Computer Science, The University of Hong Kong(香港大学计算机科学系)
;
Institute of Data Science, National University of Singapore(新加坡国立大学数据科学研究所)
;
College of International Education, Hebei University of Economics and Business(河北经贸大学国际教育学院)
;
Department of Electrical and Electronic Engineering, The University of Hong Kong(香港大学电子与电气工程系)
;
Department of Computer Science, City University of Hong Kong(香港城市大学计算机科学系)
;
Institute for Imaging, Data and Communications, University of Edinburgh(爱丁堡大学成像、数据与通讯研究所)
;
Department of Computer Science and Technology, Tsinghua University(清华大学计算机科学与技术系)
机构
*
University of Melbourne(墨尔本大学)
;
University of Edinburgh(爱丁堡大学)
;
University College London(伦敦大学学院)
;
Mohamed bin Zayed University of Artificial Intelligence(穆罕默德·本·扎耶德人工智能大学)
;
Macquarie University(麦觉里大学)
Computing forward statics from tendon-length in flexible-joint hyper-redundant manipulators
Weiting Feng, Kyle L. Walker, Yunjie Yang, Francesco Giorgio-Serchi
机构
*
Institute for Integrated Micro and Nano Systems, School of Engineering, University of Edinburgh(整合微纳系统研究所,工程学院,爱丁堡大学)
;
CREATE Lab, EPFL(EPFL CREATE 实验室)
;
Institute for Imaging, Data and Communications, School of Engineering, University of Edinburgh(成像、数据与通信研究所,工程学院,爱丁堡大学)
CommentsTo be presented at IROS 2025, Hangzhou, China
Ying Li, Mengyu Wang, Miguel de Carvalho, Sotirios Sabanis, Tiejun Ma
机构
*
The University of Edinburgh(爱丁堡大学)
;
University of Aveiro(阿维罗大学)
;
National Technical University of Athens(雅典技术大学)
;
Archimedes/Athena Research Centre(阿基米德/雅典研究中心)
;
The Artificial Intelligence Applications Institute, The University of Edinburgh(人工智能应用研究所,爱丁堡大学)
Policy Learning for Social Robot-Led Physiotherapy
Carl Bettosi, Lynne Ballie, Susan Shenkin, Marta Romeo
机构
*
Dept. of Mathematical and Computer Sciences, Heriot-Watt University, UK(赫瑞斯泰学院数学与计算机科学系,赫瑞瓦特大学)
;
School of Informatics, University of Edinburgh, UK(爱丁堡大学信息学院)
;
Ageing and Health, and Advanced Care Research Centre, Usher Institute, University of Edinburgh, UK(爱丁堡大学乌sher研究所老龄化与健康研究中心)
Zhichao Yan, Jiapu Wang, Jiaoyan Chen, Xiaoli Li, Ru Li, Jeff Z. Pan
机构
*
School of Computer and Information Technology, Shanxi University(山西大学计算机与信息学院)
;
Beijing Key Laboratory of Multimedia and Intelligent Software Technology, Beijing Institute of Artificial Intelligence, School of Information Science and Technology, Beijing University of Technology(北京人工智能研究院多媒体与智能软件技术重点实验室,北京理工大学信息科学技术学院)
;
University of Manchester(曼彻斯特大学)
;
Singapore University of Technology and Design(新加坡科技设计大学)
;
ILCC, School of Informatics, University of Edinburgh(爱丁堡大学信息学院ILCC)
PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation
Pablo Lemos, Sammy Sharief, Nikolay Malkin, Salma Salhi, Connor Stone, Laurence Perreault-Levasseur, Yashar Hezaveh
机构
*
Mila – Québec Artificial Intelligence Institute(魁北克人工智能研究所)
;
Ciela Institute(Ciela研究所)
;
Université de Montréal(蒙特利尔大学)
;
SanboxAQ
;
CCA – Flatiron Institute(CCA-Flatiron研究所)
;
University of Edinburgh(爱丁堡大学)
;
Trottier Space Institute(特罗特里尔空间研究所)
CommentsPublished as a conference paper at ICLR 2025
Robust detection of overlapping bioacoustic sound events
Louis Mahon, Benjamin Hoffman, Logan James, Maddie Cusimano, Masato Hagiwara, Sarah C Woolley, Felix Effenberger, Sara Keen, Jen-Yu Liu, Olivier Pietquin
机构
*
University of Edinburgh(爱丁堡大学)
;
McGill University(麦吉尔大学)