Osaka University · Graduate School of Information Science

Research keywordsdiffusion generative models・reinforcement learning・time series forecasting・Koopman operator・evolutionary optimization・reservoir computing・fair representation learning・stochastic differential equations

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• Dualformer: Time-Frequency Dual Domain Learning for Long-term Time Series Forecasting2026 · Proceedings of the 29th International Conference on Artificial Intelligence and Statistics (AISTATS'26) Vol. (accepted) 2026年5月 研究論文（学術雑誌）
• Development of an Optimization System of Rotor Profile for Single Screw Compressors Using Evolutionary Computation2026 · Proceedings of the 2026 Herrick Conferences Vol. (accepted) 2026年7月 研究論文（国際会議プロシーディングス）
• Blockchain Enabled EEG Neuromarketing Framework for Secure and Intelligent Consumer Electronics2026 · IEEE Transactions on Consumer Electronics Vol. (accepted) 2026年3月 研究論文（学術雑誌）
• Non-linear combinatorial analysis of blood transcriptomes identifies PRKAR1A as a regulator of TDP-43 pathology in amyotrophic lateral sclerosis2026 · Biology Methods & Protocols Vol. (accepted) 2026年 研究論文（学術雑誌）

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