publications

Conference

  1. WACV 2027
    max_at_k.png
    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, and Yutaka Matsuo
    In The IEEE/CVF Winter Conference on Applications of Computer Vision, 2027
    arXiv
  2. CVPR 2026 Main
    multibanana_teaser.png
    MultiBanana: A Challenging Benchmark for Multi-Reference Text-to-Image Generation
    Yuta Oshima, Daiki Miyake, Kohsei Matsutani, Yusuke Iwasawa, Masahiro Suzuki, Yutaka Matsuo, and Hiroki Furuta
    In the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
    arXiv Code Hugging Face
  3. APSIPA ASC 2026
    smcita.png
    SMC-ITA: Sequential Monte Carlo Inference-Time Alignment for Video-to-Audio Generation
    Haoyu Zhang, Yuta Oshima, Xingjian Du, Chunfeng Wang, Irene Li, Yusuke Iwasawa, and Yutaka Matsuo
    In APSIPA Annual Summit and Conference, 2026
    arXiv
  4. NeurIPS 2025
    dlbs_teaser.gif
    Inference-Time Text-to-Video Alignment with Diffusion Latent Beam Search
    Yuta Oshima, Masahiro Suzuki, Yutaka Matsuo, and Hiroki Furuta
    In Neural Information Processing Systems (NeurIPS), 2025
    arXiv Code Website
  5. NeurIPS 2024
    adopt.png
    ADOPT: Modified Adam Can Converge with Any \beta_2 with the Optimal Rate
    Shohei Taniguchi, Keno Harada, Gouki Minegishi, Yuta Oshima, Seong Cheol Jeong, Go Nagahara, Tomoshi Iiyama, Masahiro Suzuki, Yusuke Iwasawa, and Yutaka Matsuo
    In Neural Information Processing Systems (NeurIPS), 2024
    arXiv Code

Journal

  1. TMLR 2026
    worldpack.png
    WorldPack: Dynamic Frame Compression for Long-context Video World Modeling
    Yuta Oshima, Yusuke Iwasawa, Masahiro Suzuki, Yutaka Matsuo, and Hiroki Furuta
    In Transactions on Machine Learning Research, 2026
    arXiv
  2. Journal 2026
    ssm.png
    SSM Meets Video Diffusion Models: Efficient Long-Term Video Generation with Structured State Spaces
    Yuta Oshima, Shohei Taniguchi, Masahiro Suzuki, and Yutaka Matsuo
    In New Generation Computing, 2026
    DOI arXiv Code
  3. Journal 2026
    mvae.png
    Enhancing Unimodal Latent Representations in Multimodal VAEs through Iterative Amortized Inference
    Yuta Oshima, Masahiro Suzuki, and Yutaka Matsuo
    In New Generation Computing, 2026
    DOI arXiv

Workshop

  1. CVPR 2026 WS
    worldpack.png
    WorldPack: Dynamic Frame Compression for Long-context Video World Modeling
    Yuta Oshima, Yusuke Iwasawa, Masahiro Suzuki, Yutaka Matsuo, and Hiroki Furuta
    In 1st Workshop on Video World Models (CVPR Workshop), 2026
    arXiv
  2. MMAsia 2025 WS
    akitalk.png
    AKITalk: Audio-Implicit Keypoints for Identity-Preserving Talking-Head Video Synthesis
    Riku Takahashi, Rongzhi Li, Yuta Oshima, Sho Kuno, Ryugo Morita, and Issey Sukeda
    In the 7th ACM International Conference on Multimedia in Asia, 2025
    Awarded DOI
  3. ICLR 2024 WS
    ssm.png
    SSM Meets Video Diffusion Models: Efficient Video Generation with Structured State Spaces
    Yuta Oshima, Shohei Taniguchi, Masahiro Suzuki, and Yutaka Matsuo
    In 5th Workshop on Practical ML for Limited/Low Resource Settings (ICLR Workshop), 2024
    arXiv Code
  4. IROS 2023 WS
    tactile.png
    Tactile In-Hand Pose Estimation through Perceptual Inference
    Tatsuya Kamijo, Tomoshi Iiyama, Yuta Oshima, Gentiane Venture, Tatsuya Matsushima, Yutaka Matsuo, and Yusuke Iwasawa
    In IROS 2023 Workshop on World Models and Predictive Coding in Cognitive Robotics, 2023
    Awarded Website