210 citations · 2.1k across the 53 of their papers we have counts for
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SchrödingeRNN: Generative Modeling of Raw Audio as a Continuously Observed Quantum State
Beñat Mencia Uranga, Austen Lamacraft
We introduce SchrödingeRNN, a quantum inspired generative model for raw audio. Audio data is wave-like and is sampled from a continuous signal. Although generative modelling of raw…
Learning Symmetries of Classical Integrable Systems
Roberto Bondesan, Austen Lamacraft
The solution of problems in physics is often facilitated by a change of variables. In this work we present neural transformations to learn symmetries of Hamiltonian mechanical syst…
Unitary circuits of finite depth and infinite width from quantum channels
Sarang Gopalakrishnan, Austen Lamacraft
We introduce an approach to compute reduced density matrices for local quantum unitary circuits of finite depth and infinite width. Suppose the time-evolved state under the circuit…
Quantum Brownian motion in a quasiperiodic potential
Aaron J Friedman, Romain Vasseur, Austen Lamacraft +1
We consider a quantum particle subject to Ohmic dissipation, moving in a bichromatic quasiperiodic potential. In a periodic potential the particle undergoes a zero-temperature loca…