825 citations · 2.9k across the 47 of their papers we have counts for
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Precise measurement of quantum observables with neural-network estimators
Giacomo Torlai, Guglielmo Mazzola, Giuseppe Carleo +1
The measurement precision of modern quantum simulators is intrinsically constrained by the limited set of measurements that can be efficiently implemented on hardware. This fundame…
Non-unitary operations for ground-state calculations in near term quantum computers
Guglielmo Mazzola, Pauline Ollitrault, Panagiotis Barkoutsos +1
We introduce a quantum Monte Carlo inspired reweighting scheme to accurately compute energies from optimally short quantum circuits. This effectively hybrid quantum-classical appro…
Evidence for supercritical behavior of high-pressure liquid hydrogen
Bingqing Cheng, Guglielmo Mazzola, Michele Ceriotti
Hydrogen exhibits unusual behaviors at megabar pressures, with consequences for planetary science, condensed matter physics and materials science. Experiments at such extreme condi…
NetKet: A Machine Learning Toolkit for Many-Body Quantum Systems
Giuseppe Carleo, Kenny Choo, Damian Hofmann +15
We introduce NetKet, a comprehensive open source framework for the study of many-body quantum systems using machine learning techniques. The framework is built around a general and…