Author

Mahsa Ghasemi

2 papers indexed here

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Preprint Aug 2026

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

Coupled-dynamics environments expose the one-step outcomes that would follow from several possible counterfactual actions under a common realization of exogenous randomness. The ordinary Markov decision process formalism allows one to reason about the marginal law of each action but discards dependence across these cou...

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

Jul 2026

Information-Directed Sampling for Causal Bandits

Causal bandits exploit structural relationships among variables to share information across interventions and accelerate the identification of high-reward decisions. In many applications, however, some variables cannot be directly manipulated, even though they influence the reward and provide useful information about t...

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