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This representation is useful for building intuition, since the noisy evolution can be visualized directly as a trajectory inside the Bloch sphere

Single-qubit Bloch-vector dataset We begin with the simplest reconstruction task: the inverse evolution of a single qubit represented by its Bloch vector, ρ= 1 2 (I+⃗ r·⃗ σ),(18) w

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Quantum Error Mitigation with Diffusion-Like Models

quant-ph · 2026-08-05 · conditional · novelty 4.0

A learned denoiser trained on trajectories of weak Pauli measurements can reconstruct the original quantum state, including from local reduced density matrices, in synthetic simulations.

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  • Quantum Error Mitigation with Diffusion-Like Models quant-ph · 2026-08-05 · conditional · none · ref 1

    A learned denoiser trained on trajectories of weak Pauli measurements can reconstruct the original quantum state, including from local reduced density matrices, in synthetic simulations.