Generating quantum ensembles via reverse-time quantum diffusions
quant-ph, cond-mat.stat-mech
Submitted: 2026-06-02
Updated: 2026-09-18
Terminology
Sources
- Denoising Diffusion Probabilistic Models
- Score-Based Generative Modeling through Stochastic Differential Equations
- Quantum Generative Diffusion Model: A Fully Quantum-Mechanical Model for Generating Quantum State Ensemble
- Quantum Reversibility Meets Classical Reverse Diffusion
- Measurement-Based Quantum Diffusion Models
- Stochastic Schr\"odinger Equations for Quantum Reverse Diffusion
- Quantum Bayes' rule and Petz transpose map from the minimum change principle
- The rate of purification of quantum trajectories
- Dynamical Regimes of Diffusion Models
- Generalization in diffusion models arises from geometry-adaptive harmonic representations
- Memorisation, convergence and generalisation in generative models
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