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Learning to Reconstruct Wigner Functions in Phase Space

quant-ph · 2026-07-07 · conditional · novelty 6.0

Two machine learning models reconstruct continuous Wigner functions from sparse phase-space measurements: a provably efficient regression model for sparse states (O(s⁴ log d) samples) and a self-supervised neural network for general states including experimental GKP code data.

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  • Learning to Reconstruct Wigner Functions in Phase Space quant-ph · 2026-07-07 · conditional · none · ref 79

    Two machine learning models reconstruct continuous Wigner functions from sparse phase-space measurements: a provably efficient regression model for sparse states (O(s⁴ log d) samples) and a self-supervised neural network for general states including experimental GKP code data.