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20182025
most citedUniversal Approximation Property of Quantum Machine Learning Models in Quantum-Enhanced Feature Spaces

86 citations · 232 across the 12 of their papers we have counts for

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Showing 2024Show all

2 papers · 1 filter

quant-ph2024

Coherence influx is indispensable for quantum reservoir computing

Shumpei Kobayashi, Quoc Hoan Tran, Kohei Nakajima

Echo state property (ESP) is a fundamental property that allows an input-driven dynamical system to perform information processing tasks. Recently, extensions of ESP to potentially…

quant-ph2024★ 18 cited

Extending echo state property for quantum reservoir computing

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 t…