Reservoir Computing

Feedback-Driven Quantum Reservoir Computing for Time-Series Analysis
Quantum reservoir computing (QRC) is a highly promising computational paradigm that leverages quantum systems as a computational …
Kaito Kobayashi, Keisuke Fujii, Naoki Yamamoto
PDF Cite DOI
Quantum reservoir probing of quantum phase transitions
Quantum phase transitions are highly remarkable phenomena manifesting in quantum many-body systems. However, their precise …
Kaito Kobayashi, Yukitoshi Motome
PDF Cite DOI
Video Recognition by Physical Reservoir Computing in Magnetic Materials
Nonlinear spin dynamics in magnetic materials offers a promising avenue for implementing physical reservoir computing, one of the most …
Kaito Kobayashi, Yukitoshi Motome
PDF Cite DOI
Quantum reservoir probing: an inverse paradigm of quantum reservoir computing for exploring quantum many-body physics
Quantum reservoir computing (QRC) is a brain-inspired computational paradigm, exploiting natural dynamics of a quantum system for …
Kaito Kobayashi, Yukitoshi Motome
PDF Cite DOI
Thermally-robust spatiotemporal parallel reservoir computing by frequency filtering in frustrated magnets
Physical reservoir computing is a framework for brain-inspired information processing that utilizes nonlinear and high-dimensional …
Kaito Kobayashi, Yukitoshi Motome
PDF Cite Video DOI
Thermally-robust spatiotemporal parallel reservoir computing by frequency filtering in frustrated magnets