Teacher-Student Learning for a Binary Perceptron with Quantum Fluctuations

We analyse the generalisation performance of a binary perceptron with quantum fluctuations using the replica method. An exponential number of local minima dominate the energy landscape of the binary perceptron. Local search algorithms often fail to identify the ground state of the binary perceptron....

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Veröffentlicht in:	Journal of the Physical Society of Japan 2021-07, Vol.90 (7), p.74002
Hauptverfasser:	Arai, Shunta, Ohzeki, Masayuki, Tanaka, Kazuyuki
Format:	Artikel
Sprache:	eng
Schlagworte:	Approximation Deviation Expanding universe theory Learning Robustness (mathematics) Search algorithms Teachers
Online-Zugang:	Volltext
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