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Exploiting chaotic dynamics as deep neural networks

Shuhong Liu1,*, Nozomi Akashi2, Qingyao Huang1, Yasuo Kuniyoshi1, and Kohei Nakajima1,†

  • 1Graduate School of Information Science and Technology, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8656, Japan
  • 2Graduate School of Informatics, Kyoto University, Yoshida-honmachi, Sakyo-ku, Kyoto 606-8501, Japan

  • *Contact author: s-liu@isi.imi.i.u-tokyo.ac.jp
  • †Contact author: k-nakajima@isi.imi.i.u-tokyo.ac.jp

Self-attention in large language models as adaptive stochastic mixing

Chikoo Oosawa

Physica A: Statistical Mechanics and its Applications 699 131824 (2026)

Scalable physical deep learning using optical dynamics with state-skipping training and single-map architecture

Yongbo Zhang, Mitsumasa Nakajima, Katsuma Inoue, Toshikazu Hashimoto, Yasuo Kuniyoshi, and Kohei Nakajima

Nat Comput Sci (2026)

Estabilidad y caos

José M. Rodríguez Sanjurjo

Llull 49 55 (2026)

Task-Matched Memory, Not Criticality, Decides Which Frozen Reservoir Helps

Mohammad Alhawarat, Hamed Elsimary, Ahmad Shalaldeh, Khalid Rafi Aburrub, and Ayman Alnsour

Entropy 28 1215 (2026)

Reservoir computing bootcamp—From Python/NumPy tutorial for the complete beginners to cutting-edge research topics of reservoir computing

Katsuma Inoue, Tomoyuki Kubota, Quoc Hoan Tran, Nozomi Akashi, Ryo Terajima, Tempei Kabayama, JingChuan Guan, and Kohei Nakajima

Chaos: An Interdisciplinary Journal of Nonlinear Science 36 023109 (2026)

No title available

Chashi Mahiul Islam, Alan Villarreal, Mao Nishino, Shaeke Salman, and Xiuwen Liu

Crisis-induced intermittency in reservoir computing

Tempei Kabayama, Motomasa Komuro, Yasuo Kuniyoshi, Kazuyuki Aihara, and Kohei Nakajima

Phys. Rev. Research 7 L032058 (2025)

Understanding chaotic neural networks: A comprehensive review

M Anusree and P Nair Pramod

Nonlinear Dyn 113 25389 (2025)

Chaotic oscillations in a new 2-D discrete dynamical system with hidden parameter

El-hafsi Boukhalfa and Tarek Nouioua

Boletim da Sociedade Paranaense de Matemática (2025)

Backpropagation Through Soft Body: Investigating Information Processing in Brain–Body Coupling Systems

Hiroki Tomioka, Katsuma Inoue, Yasuo Kuniyoshi, and Kohei Nakajima

adv. robot. res. e202500159 (2025)

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