Matrix Optimal Mass Transport: A Quantum Mechanical Approach
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Abstract (arXiv)
In this paper, we describe a possible generalization of the Wasserstein 2-metric, originally defined on the space of scalar probability densities, to the space of Hermitian matrices with trace one, and to the space of matrix-valued probability densities. Our approach follows a computational fluid dynamical formulation of the Wasserstein-2 metric and utilizes certain results from the quantum mechanics of open systems, in particular the Lindblad equation. It allows determining the gradient flow for the quantum entropy relative to this matricial Wasserstein metric. This may have implications to some key issues in quantum information theory.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). First posted on arXiv 10 Oct 2016.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 1; 2024: 0; 2025: 0; 2026: 1.
4 papers.
- 2021Learning quantum data with the quantum Earth Mover's distancecited by 13
- 2022Riemannian block SPD coupling manifold and its application to optimal transportcited by 7
- 2026Muon Dynamics as a Spectral Wasserstein Flowcited by 3
- 2023Quantum Wasserstein GANs for State Preparation at Unseen Points of a Phase Diagramcited by 0
- 2026Muon Dynamics as a Spectral Wasserstein Flow6 Apr 2026
- 2023Quantum Wasserstein GANs for State Preparation at Unseen Points of a Phase Diagram18 Sep 2023
- 2022Riemannian block SPD coupling manifold and its application to optimal transport30 Jan 2022
- 2021Learning quantum data with the quantum Earth Mover's distance8 Jan 2021