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    • Journals
      生成モデル

      Improving Reference Image Replication for Tuning-Free Personalized Image Generation

      大坂洋豊, 鈴木雅大, 松尾豊

      情報処理学会論文誌

    • Journals
      LLM / NLP

      A Systematic Analysis of Factuality Bias in Large-Scale Image Language Models

      冨山翔司、山下佳威、 鈴木雅大、 落合桂一、松尾豊

      情報処理学会論文誌

    • Journals
      Representation Learning World Model 生成モデル

      Efficient Object-Centric Representation Learning using Masked Generative Modeling

      [paper]

      Akihiro Nakano, Masahiro Suzuki, Yutaka Matsuo

      Transactions on Machine Learning Research (TMLR)

    • Journals
      LLM / NLP

      Proposal of a multimodal translation method based on the usage of images at the summary level.

      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

    • Journals
      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)

    • Journals
      Machine Learning in General Representation Learning

      Disappearance of Timestep Embedding: A Case Study on Neural ODE and Diffusion Models

      [paper] [misc]

      Bum Jun Kim, Yoshinobu Kawahara, Sang Woo Kim

      Transactions on Machine Learning Research (TMLR)

    • Journals
      LLM / NLP

      Continual Pre-training on Character-Level Noisy Texts Makes Decoder-based Language Models Robust Few-shot Learners

      [paper]

      Takeshi Kojima, Yutaka Matsuo, Yusuke Iwasawa

      Transactions of the Association for Computational Linguistics (TACL)

    • Journals
      Machine Learning in General Representation Learning

      Bridging Lottery Ticket and Grokking: Understanding Grokking from the Inner Structure of Networks

      [paper]

      Gouki Minegishi, Yusuke Iwasawa, Yutaka Matsuo

      Transactions on Machine Learning Research (TMLR)

    • Journals
      LLM / NLP

      Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web

      [paper] [web]

      Hiroki Furuta, Yutaka Matsuo, Aleksandra Faust, Izzeddin Gur.

      Transactions on Machine Learning Research (TMLR).

    • Journals
      ML General

      Towards Empirical Interpretation of Internal Circuits and Properties in Grokked Transformers on Modular Polynomials

      [paper] [web]

      Hiroki Furuta, Gouki Minegishi, Yusuke Iwasawa, Yutaka Matsuo

      Transactions on Machine Learning Research (TMLR).