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    • 論文誌
      世界モデル 生成モデル 表現学習

      Efficient Object-Centric Representation Learning using Masked Generative Modeling

      [paper]

      Akihiro Nakano, Masahiro Suzuki, Yutaka Matsuo

      Transactions on Machine Learning Research (TMLR)

    • 論文誌
      LLM / NLP

      サマリレベルでの画像の利用法を用いたマルチモーダル翻訳手法の提案

      冨山翔司, 味曽野雅史, 鈴木雅大, 落合桂一, 岩澤有祐, 松尾豊

      知能と情報

    • 受賞
      ロボティクス

      Real-World Robot Applications of Foundation Models: A Review

      [paper]

      Kento Kawaharazuka, Tatsuya Matsushima, Andrew Gambardella, Jiaxian Guo, Chris Paxton, Andy Zeng

      Advanced Robotics Best Survey Paper Award

    • 国際会議
      LLM / NLP

      Dynamic Injection of Entity Knowledge into Dense Retrievers

      Ikuya Yamada, Ryokan Ri, Takeshi Kojima, Yusuke Iwasawa, Yutaka Matsuo

      Empirical Methods in Natural Language Processing（EMNLP 2025）_Findings

    • 国際会議
      LLM / NLP

      When Instructions Multiply: Measuring and Estimating LLM Capabilities of Multiple Instructions Following

      Keno Harada, Yudai Yamazaki, Masachika Taniguchi, Edison Marrese-Taylor, Takeshi Kojima, Yusuke Iwasawa, Yutaka Matsuo

      Empirical Methods in Natural Language Processing（EMNLP 2025）_Findings

    • 国際会議
      LLM / NLP

      ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA

      [paper]

      Zhao Xinjie, Fan Gao, Xingyu Song, Yingjian Chen, Rui Yang, Yanran Fu, Yuyang Wang, Yusuke Iwasawa, Yutaka Matsuo, Irene Li

      Empirical Methods in Natural Language Processing（EMNLP 2025）_Main

    • 国際会議
      LLM / NLP

      MMLU-ProX: A Multilingual Benchmark for Advanced Large Language Model Evaluation

      [paper] [web]

      Weihao Xuan, Rui Yang, Heli Qi, Qingcheng Zeng, Yunze Xiao, Aosong Feng, Dairui Liu, Yun Xing, Junjue Wang, Fan Gao, Jinghui Lu, Yuang Jiang, Huitao Li, Xin Li, Kunyu Yu, Ruihai Dong, Shangding Gu, Yuekang Li, Xiaofei Xie, Felix Juefei-Xu, Foutse Khomh, Osamu Yoshie, Qingyu Chen, Douglas Teodoro, Nan Liu, Randy Goebel, Lei Ma, Edison Marrese-Taylor, Shijian Lu, Yusuke Iwasawa, Yutaka Matsuo, Irene Li

      Empirical Methods in Natural Language Processing（EMNLP 2025）_Main

    • 国際会議
      LLM / NLP

      HealthGenie: An Interactive Knowledge-Driven LLM Framework for Tailored Dietary Guidance

      [paper]

      Fan Gao, Xinjie Zhao, Ding Xia, Zhongyi Zhou, Rui Yang, Jinghui Lu, Hang Jiang, Chanjun Park and Irene Li

      Conference on Information and Knowledge Management（CIKM 2025）

    • 国際会議
      LLM / NLP

      AGENTiGraph: A Multi-Agent Knowledge Graph Framework for Interactive, Domain-Specific LLM Chatbots

      [paper]

      Xinjie Zhao, Moritz Blum, Fan Gao, Yingjian Chen, Boming Yang, Luis Marquez-Carpintero, Mónica Pina-Navarro, Yanran Fu, So Morikawa, Yusuke Iwasawa, Yutaka Matsuo, Chanjun Park and Irene Li

      Conference on Information and Knowledge Management（CIKM 2025）

    • 論文誌
      生成モデル

      The Geometry of Phase Transitions in Diffusion Models: Tubular Neighbourhoods and Singularities

      [paper]

      Manato Yaguchi(*) , Kotaro Sakamoto(*) , Ryosuke Sakamoto(*) , Masato Tanabe(*) , Masatomo Akagawa(*) , Yusuke Hayashi(*) , Masahiro Suzuki, Yutaka Matsuo “The Geometry of Phase Transitions in Diffusion Models: Tubular Neighbourhoods and Singularities”. Transactions on Machine Learning Research (TMLR). (*) Equal Contribution

      Transactions on Machine Learning Research (TMLR)