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    • 論文誌
      世界モデル 生成モデル

      WorldPack: Dynamic Frame Compression for Long-context Video World Modeling

      [paper]

      Yuta Oshima, Yusuke Iwasawa, Masahiro Suzuki, Yutaka Matsuo, Hiroki Furuta

      Transactions on Machine Learning Research (TMLR), 2026

    • 論文誌
      世界モデル 生成モデル

      SSM Meets Video Diffusion Models: Efficient Long-Term Video Generation with Structured State Spaces

      Yuta Oshima, Shohei Taniguchi, Masahiro Suzuki, Yutaka Matsuo

      New Generation Computing (NGC), 2026

    • 国際会議
      強化学習 生成モデル

      Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation

      Ku Onoda, Paavo Parmas, Hiroki Furuta, Soichiro Nishimori, Yuta Oshima, Shohei Taniguchi, Yutaka Matsuo

      The IEEE/CVF Winter Conference on Applications of Computer Vision 2027 (WACV 2027), January 2027

    • 国際会議
      生成モデル

      SMC-ITA: Sequential Monte Carlo Inference-Time Alignment for Video-to-Audio Generation

      [paper]

      Haoyu Zhang, Yuta Oshima, Xingjian Du, Chunfeng Wang, Irene Li, Yusuke Iwasawa, Yutaka Matsuo

      Proceedings of the 18th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC 2026), November 2026

    • 国際会議
      コンピュータービジョン 生成モデル

      Towards High- resolution and Disentangled Reference-based Sketch Colorization

      [paper]

      Dingkun Yan*, Xinrui Wang*, Ru Wang*, Jinze Yu, Yusuke Iwasawa, Yutaka Matsuo, Jiaxian Guo (*Equal Contribution)

      The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2026 (CVPR 2026), Highlight, June 2026

    • 論文誌
      生成モデル

      Enhancing Dermoscopic Image Generation via Multi-Modal Conditional Diffusion Models

      Yun Jiang, Yarong Jin, Tao Sun, Huanting Guo, Zequn Zhang, Yuhang Li, Qian Niu

      Neurocomputing, 2026

    • 国際会議
      生成モデル

      Quantization-Aware Diffusion Models For Maximum Likelihood Training

      [paper]

      Shohei Taniguchi, Masahiro Suzuki, Yutaka Matsuo

      International Conference on Learning Representations 2026 (ICLR2026), April 2026

    • 国際会議
      生成モデル

      One-shot Portrait Stylizaiton via Geometric Alignment

      [paper]

      Xinrui Wang, Zilin Guo, Zhuoru Li, Jinze Yu, Heng Zhang, Yusuke Iwasawa, Yutaka Matsuo, Jiaxian Guo

      Proceedings of The IEEE/CVF Winter Conference on Applications of Computer Vision 2026 (WACV2026), March 2026.

    • 国際会議
      理論 生成モデル

      Pairwise Optimal Transports for Training All-to-All Flow-Based Condition Transfer Model

      [paper]

      Kotaro Ikeda, Masanori Koyama, Jinzhe Zhang, Kohei Hayashi, Kenji Fukumizu

      Advances in Neural Information Processing Systems 38 (NeurIPS 2025), December 2025.

    • 論文誌
      生成モデル

      パーソナライズ画像生成における参照画像の複製効果の定量的評価と改善

      大坂洋豊, 鈴木雅大, 松尾豊

      情報処理学会論文誌, 2025