Search Results for author: Shumpei Kobayashi

Found 2 papers, 0 papers with code

Extending echo state property for quantum reservoir computing

no code implementations5 Mar 2024 Shumpei Kobayashi, Quoc Hoan Tran, Kohei Nakajima

The echo state property (ESP) represents a fundamental concept in the reservoir computing (RC) framework that ensures output-only training of reservoir networks by being agnostic to the initial states and far past inputs.

Quantum Noise-Induced Reservoir Computing

no code implementations16 Jul 2022 Tomoyuki Kubota, Yudai Suzuki, Shumpei Kobayashi, Quoc Hoan Tran, Naoki Yamamoto, Kohei Nakajima

We demonstrate this ability in several typical benchmarks and investigate the information processing capacity to clarify the framework's processing mechanism and memory profile.

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