30 citations · 54 across the 10 of their papers we have counts for
Showing 2025 · math.OCShow all
2 papers · 2 filters
math.OC2025
Convergence of an actor-critic gradient flow for entropy regularised MDPs in general spaces
Denis Zorba, David Šiška, Lukasz Szpruch
We prove the stability and global convergence of a coupled actor-critic gradient flow for infinite-horizon and entropy-regularised Markov decision processes (MDPs) in continuous st…
math.OC2025
Mirror descent for constrained stochastic control problems
Deven Sethi, David Šiška
Mirror descent is a well established tool for solving convex optimization problems with convex constraints. This article introduces continuous-time mirror descent dynamics for appr…