Finding spin glass ground states through deep reinforcement learning

Spin glasses are disordered magnets with random interactions that are, generally, in conflict with each other. Finding the ground states of spin glasses is not only essential for the understanding of the nature of disordered magnetic and other physical systems, but also useful to solve a broad array...

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Veröffentlicht in:	arXiv.org 2021-09
Hauptverfasser:	Fan, Changjun, Shen, Mutian, Nussinov, Zohar, Liu, Zhong, Sun, Yizhou, Yang-Yu, Liu
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Combinatorial analysis Deep learning Ground state Ising model Low temperature Machine learning Magnets Optimization Spin glasses
Online-Zugang:	Volltext
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