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distributional robustness 1generalization bounds 1optimal control 1transformer training 1Wasserstein distance 1

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20242026
most citedOptimality of Symmetric Independent Policies under Decentralized Mean-Field Information Sharing for Stochastic Teams and Equivalence with McKean-Vlasov Control of a Representative Agent

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cs.IT2024

Reinforcement Learning for Near-Optimal Design of Zero-Delay Codes for Markov Sources

Liam Cregg, Tamas Linder, Serdar Yuksel

In the classical lossy source coding problem, one encodes long blocks of source symbols that enables the distortion to approach the ultimate Shannon limit. Such a block-coding appr…