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20182026
most citedRectified deep neural networks overcome the curse of dimensionality for nonsmooth value functions in zero-sum games of nonlinear stiff systems

35 citations · 132 across the 27 of their papers we have counts for

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2 papers · 1 filter

math.OC2025

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…

cs.LG2025

Efficient Learning for Entropy-Regularized Markov Decision Processes via Multilevel Monte Carlo

Matthieu Meunier, Christoph Reisinger, Yufei Zhang

Designing efficient learning algorithms with complexity guarantees for Markov decision processes (MDPs) with large or continuous state and action spaces remains a fundamental chall…