825 citations · 2.8k across the 22 of their papers we have counts for
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quant-ph2016★ 194 cited
A Neural Decoder for Topological Codes
Giacomo Torlai, Roger G. Melko
We present an algorithm for error correction in topological codes that exploits modern machine learning techniques. Our decoder is constructed from a stochastic neural network call…
cond-mat.stat-mech2016★ 255 cited
Learning Thermodynamics with Boltzmann Machines
Giacomo Torlai, Roger G. Melko
A Boltzmann machine is a stochastic neural network that has been extensively used in the layers of deep architectures for modern machine learning applications. In this paper, we de…