3 citations · 3 across the 7 of their papers we have counts for
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Numerical Approximation for Path-Dependent McKean-Vlasov Control with Non-Asymptotic Error Estimates
Olivier Bokanowski, Jean-Francois Chassagneux, Xinyu Li +1
Path-dependent McKean--Vlasov (MKV) control models large interacting populations with history-dependent dynamics and costs. This paper develops a unified approximation-and-learning…
Model-free policy gradient for discrete-time mean-field control
Matthieu Meunier, Huyên Pham, Christoph Reisinger
We study model-free policy learning for discrete-time mean-field control (MFC) problems with finite state space and compact action space. In contrast to the extensive literature on…
Convergence Rates of Time Discretization in Extended Mean Field Control
Christoph Reisinger, Wolfgang Stockinger, Maria Olympia Tsianni +1
Piecewise constant control approximation provides a practical framework for designing numerical schemes of continuous-time control problems. We analyze the accuracy of such approxi…
Convergence of policy gradient methods for finite-horizon exploratory linear-quadratic control problems
Michael Giegrich, Christoph Reisinger, Yufei Zhang
We study the global linear convergence of policy gradient (PG) methods for finite-horizon continuous-time exploratory linear-quadratic control (LQC) problems. The setting includes…