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

From the 1 of 12 linked papers with an AI index.

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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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quant-ph2025

Quantum Markov Decision Processes: Dynamic and Semi-Definite Programs for Optimal Solutions

Naci Saldi, Sina Sanjari, Serdar Yuksel

In this paper, building on the formulation of quantum Markov decision processes (q-MDPs) presented in our previous work [{\sc N.~Saldi, S.~Sanjari, and S.~Yüksel}, {\em Quantum Ma…

quant-ph2024

Quantum Markov Decision Processes: General Theory, Approximations, and Classes of Policies

Naci Saldi, Sina Sanjari, Serdar Yuksel

In this paper, the aim is to develop a quantum counterpart to classical Markov decision processes (MDPs). Firstly, we provide a very general formulation of quantum MDPs with state…