Marvin Randig - Dual Block Gradient Ascent for Entropically Regularised Quantum Optimal Transport
Presenter
April 2, 2025
Abstract
Recorded 02 April 2025. Marvin Randig of Leipzig University presents "Dual Block Gradient Ascent for Entropically Regularised Quantum Optimal Transport" at IPAM's Optimal Transport for Density Operators: Theory and Numerics Workshop.
Abstract: Based on the theory developed in [D. Feliciangeli, A. Gerolin, L. Portinale: J. Funct. Anal. 285 (2023), no. 4, 109963] and [E. Caputo, A. Gerolin, N. Monina, L. Portinale: arXiv:2409.03698] leading to a Sinkhorn-like algorithm for Quantum optimal transport with convex regularisation, a block gradient ascent approach to Entropically Regularised Quantum Optimal Transport is discussed. A proof of a linear convergence rate based on strong concavity of the dual functional and some results of first numerical experiments will be discussed, cf. arXiv:2503.17590 (joint work with Max von Renesse).
Learn more online at: https://www.ipam.ucla.edu/programs/workshops/workshop-i-optimal-transport-for-density-operators-theory-and-numerics/?tab=schedule