Jacopo Germano

Online Learning in CMDPs: Handling Stochastic and Adversarial Constraints

We study online learning in episodic constrained Markov decision processes (CMDPs), where the learner aims at collecting as much reward as possible over the episodes, while satisfying some long-term constraints during the learning process. Rewards and constraints can be selected either stochasticall…