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stat.ML2025
Reinforcement Learning in MDPs with Information-Ordered Policies
Zhongjun Zhang, Shipra Agrawal, Ilan Lobel +2
Many operational Markov decision processes provide structured information where a trajectory generated under one policy may also reveal how other policies would have performed. We…
cs.LG2025
Q-learning with Posterior Sampling
Priyank Agrawal, Shipra Agrawal, Azmat Azati
Bayesian posterior sampling techniques have demonstrated superior empirical performance in many exploration-exploitation settings. However, their theoretical analysis remains a cha…