ICML - arXivDaily 期刊&会议

2509.11961 2025-09-16 cs.CL

Spec-LLaVA: Accelerating Vision-Language Models with Dynamic Tree-Based Speculative Decoding

Mingxiao Huo, Jiayi Zhang, Hewei Wang, Jinfeng Xu, Zheyu Chen, Huilin Tai, Yijun Chen

机构 * Carnegie Mellon University（卡内基梅隆大学）； University of Nottingham（诺丁汉大学）； The University of Hong Kong（香港大学）； The Hong Kong Polytechnic University（香港理工大学）； Columbia University（哥伦比亚大学）； University of California, Berkeley（加州大学伯克利分校）

Comments 7pages, accepted by ICML TTODLer-FM workshop

2509.11937 2025-09-16 cs.SE cs.AI

MMORE: Massive Multimodal Open RAG & Extraction

Alexandre Sallinen, Stefan Krsteski, Paul Teiletche, Marc-Antoine Allard, Baptiste Lecoeur, Michael Zhang, Fabrice Nemo, David Kalajdzic, Matthias Meyer, Mary-Anne Hartley

机构 * École Polytechnique Fédérale de Lausanne (EPFL), Switzerland（瑞士联邦理工学院洛桑校区）； ETH Zürich, Switzerland（瑞士苏黎世联邦理工学院）； T.H. Chan School of Public Health, Harvard University, USA（哈佛大学T.H. Chan公共卫生学院）

Comments This paper was originally submitted to the CODEML workshop for ICML 2025. 9 pages (including references and appendices)

2509.11895 2025-09-16 cs.CV cs.AI

Integrating Prior Observations for Incremental 3D Scene Graph Prediction

Marian Renz, Felix Igelbrink, Martin Atzmueller

机构 * DFKI Niedersachsen（德克萨斯联合研究所（北莱茵威斯特法伦））； Cooperative and Autonomous Systems, DFKI Niedersachsen（合作与自主系统，DFKI北莱茵威斯特法伦）； German Research Center for Artificial Intelligence（德国人工智能研究中心）； Semantic Information Systems, Osnabrück University（语义信息系统，奥斯纳布吕克大学）

Comments Accepted at 24th International Conference on Machine Learning and Applications (ICMLA'25)

2509.11724 2025-09-16 cs.LG cs.CV

DRAG: Data Reconstruction Attack using Guided Diffusion

Wa-Kin Lei, Jun-Cheng Chen, Shang-Tse Chen

机构 * Research Center for Information Technology Innovation, Academia Sinica（中国科学院信息科技创新研究中心）； National Taiwan University（国立台湾大学）

Comments ICML 2025

2509.11493 2025-09-16 cs.LG q-bio.QM

Drug Repurposing Using Deep Embedded Clustering and Graph Neural Networks

Luke Delzer, Robert Kroleski, Ali K. AlShami, Jugal Kalita

机构 * University of Colorado Colorado Springs（科罗拉多州立大学）

Comments Accepted at the 2025 International Conference on Machine Learning and Applications (ICMLA)

2505.24688 2025-09-16 cs.CL

Soft Reasoning: Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration

Qinglin Zhu, Runcong Zhao, Hanqi Yan, Yulan He, Yudong Chen, Lin Gui

机构 * King's College London, UK（伦敦国王学院）； The Alan Turing Institute, UK（艾伦·图灵研究所）； University of Warwick, UK（沃里克大学）

Comments Accepted as a Spotlight at ICML 2025

2504.12110 2025-09-16 cs.AI

Towards LLM Agents for Earth Observation

Chia Hsiang Kao, Wenting Zhao, Shreelekha Revankar, Samuel Speas, Snehal Bhagat, Rajeev Datta, Cheng Perng Phoo, Utkarsh Mall, Carl Vondrick, Kavita Bala, Bharath Hariharan

机构 * Cornell University（康奈尔大学）； Columbia University（哥伦比亚大学）

Comments Accepted at ICML 2025 Workshop TerraBytes

2407.11862 2025-09-16 cs.CL

LML: A Novel Lexicon for the Moral Foundation of Liberty

Oscar Araque, Lorenzo Gatti, Sergio Consoli, Kyriaki Kalimeri

机构 * Universidad Polit\'ecnica de Madrid, Spain University of Twente, Enschede, The Netherlands European Commission, Joint Research Centre (DG JRC), Ispra, Italy ISI Foundation, Turin, Italy

Comments Published in the 11th International Conference on Machine Learning, Optimization, and Data Science

2406.15007 2025-09-16 cs.AI

RouteFinder: Towards Foundation Models for Vehicle Routing Problems

Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda, André Hottung, Niels Wouda, Leon Lan, Junyoung Park, Kevin Tierney, Jinkyoo Park

机构 * KAIST（韩国科学技术院）； Bielefeld University（比勒菲尔德大学）； Rotterdam School of Management（鹿特丹管理学院）； VU Amsterdam（阿姆斯特丹自由大学）； Omelet AI4CO

Comments TMLR 2025. A previous version of this work was presented as Oral at the ICML 2024 FM-Wild Workshop