2 papers
math.PR2026
Probabilistic Representation and Convergence of Gromov-Wasserstein Gradient Flows
Venkatkrishna Karumanchi, Ziv Goldfeld, Kengo Kato +1
Wasserstein gradient flows are intimately connected with evolution partial differential equations and diffusion processes. We take the first step in developing such connections for…
math.OC2025
Approximation Analysis of the Entropic Penalty in Quadratic Programming
Venkatkrishna Karumanchi, Gabriel Rioux, Ziv Goldfeld
Quadratic assignment problems are a fundamental class of combinatorial optimization problems which are ubiquitous in applications, yet their exact resolution is NP-hard. To circumv…