Author

Mahsa Ghasemi

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Preprint Aug 2026

Learning to Control Coupled-Dynamics Environments with Joint Markov Decision Processes

A nonparametric distributional Bellman optimality operator for JMDPs is defined, and it is proved that when the induced marginal MDP has a unique optimal policy, its iterates converge in Wasserstein distance to the optimal joint return law.

Ege C. Kaya, Aliasghar Pourghani, Mahsa Ghasemi et al. · 0 citations

Jul 2026

Information-Directed Sampling for Causal Bandits

Experiments on synthetic causal bandit tasks show that the proposed methods outperform causal and non-causal baselines by effectively exploiting information shared across interventions.

Muhammad Qasim Elahi, Murat Kocaoglu, Mahsa Ghasemi · arXiv.org · 0 citations