| 2025 | ICML | Instance-Optimal Pure Exploration for Linear Bandits on Continuous Arms. | Sho Takemori, Yuhei Umeda, Aditya Gopalan |
| 2024 | AISTATS | Model-Based Best Arm Identification for Decreasing Bandits. | Sho Takemori, Yuhei Umeda, Aditya Gopalan |
| 2024 | ECAI | Deep Mapper: Efficient Visualization of Plausible Conformational Pathways. | Ziyad Oulhaj, Yoshiyuki Ishii, Kento Ohga, Kimihiro Yamazaki, Mutsuyo Wada, Yuhei Umeda, Takashi Katoh, Yuichiro Wada, Hiroaki Kurihara |
| 2024 | ICLR | Selective Mixup Fine-Tuning for Optimizing Non-Decomposable Objectives. | Shrinivas Ramasubramanian, Harsh Rangwani, Sho Takemori, Kunal Samanta, Yuhei Umeda, Venkatesh Babu Radhakrishnan |
| 2024 | UAI | Quantum Kernelized Bandits. | Yasunari Hikima, Kazunori Murao, Sho Takemori, Yuhei Umeda |
| 2023 | MICCAI | An Auto-Encoder to Reconstruct Structure with Cryo-EM Images via Theoretically Guaranteed Isometric Latent Space, and Its Application for Automatically Computing the Conformational Pathway. | Kimihiro Yamazaki, Yuichiro Wada, Atsushi Tokuhisa, Mutsuyo Wada, Takashi Katoh, Yuhei Umeda, Yasushi Okuno, Akira Nakagawa |
| 2023 | WWW | Fast and Multi-aspect Mining of Complex Time-stamped Event Streams. | Kota Nakamura, Yasuko Matsubara, Koki Kawabata, Yuhei Umeda, Yuichiro Wada, Yasushi Sakurai |
| 2023 | WACV | Improving Predicate Representation in Scene Graph Generation by Self-Supervised Learning. | So Hasegawa, Masayuki Hiromoto, Akira Nakagawa, Yuhei Umeda |
| 2021 | AISTATS | ATOL: Measure Vectorization for Automatic Topologically-Oriented Learning. | Martin Royer, Frdric Chazal, Clment Levrard, Yuhei Umeda, Yuichi Ike |
| 2021 | ICML | Optimizing persistent homology based functions. | Mathieu Carrire, Frdric Chazal, Marc Glisse, Yuichi Ike, Hariprasad Kannan, Yuhei Umeda |
| 2021 | IJCAI | Topological Uncertainty: Monitoring Trained Neural Networks through Persistence of Activation Graphs. | Tho Lacombe, Yuichi Ike, Mathieu Carrire, Frdric Chazal, Marc Glisse, Yuhei Umeda |
| 2020 | AI | Topological Data Analysis for Arrhythmia Detection Through Modular Neural Networks. | Meryll Dindin, Yuhei Umeda, Frdric Chazal |
| 2020 | AISTATS | PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures. | Mathieu Carrire, Frdric Chazal, Yuichi Ike, Tho Lacombe, Martin Royer, Yuhei Umeda |