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researcher

R. Melko

153 papers hereh-index 4810.9k citations234 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author1
  • first author13
  • middle author64
  • last author73

Across the 151 of 153 papers where every author was matched, so the position is known.

fields
  • cond-mat.str-el54
  • quant-ph33
  • cond-mat.stat-mech20
  • cond-mat.dis-nn15
  • cs.LG8
  • cond-mat.quant-gas7

identity via Semantic Scholar / OpenAlex

activity
20002026
most citedMachine learning phases of matter

1.5k citations · 11.2k across the 149 of their papers we have counts for

collaborators
Showing 2016 · quant-phShow all

2 papers · 2 filters

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…

quant-ph2016★ 360 cited

Quantum Boltzmann Machine

Mohammad H. Amin, Evgeny Andriyash, Jason Rolfe +2

Inspired by the success of Boltzmann Machines based on classical Boltzmann distribution, we propose a new machine learning approach based on quantum Boltzmann distribution of a tra…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.