math.OC · 2026-06-26 · No. 35
Optimization and Control, 2026-06-26.
1 new papers in math.OC. Titles, authors,
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01 — The papers
1 entries-
01
Mean-Field PhiBE: Continuous-Time Mean-Field Reinforcement Learning from Discrete-Time Data
Erhan Bayraktar, Martin Hernandez, Qinxin Yan, Yuhua Zhu
math.OC · cs.LG
This paper addresses model-free continuous-time mean-field control in a setting where the population dynamics evolve continuously according to an unknown McKean-Vlasov stochastic differential equation, while only discrete-time transition data are available. In the model-based formulation, policy evaluation is naturally described by a stationary Hamilton-Jacobi-Bellman equation on $\mathcal P_2(\mathbb R^d)$, but this equation involves the...
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