We had four papers accepted at AI&Stats’17 on multi-armed bandit and reinforcement learning. The most interesting result is the first regret bound on learning in MDPs with options. For the …
We are going to present one novel parallel algorithm to perform alternating least squares for tensor completion applied to recommendation systems. Parallel Higher Order Alternating Least Square for Tensor Recommender …
Alessandro Lazaric is giving an invited talk at the “Journée pour la promotion et le developpement de l’intelligence artificielle” organized by AfIA. Reinforcement Learning and Transfer of Knowledge Reinforcement learning …
Alessandro Lazaric gave an invited talk on “Challenges of multi-task and transfer in reinforcement learning” at the “Machine Learning with Interdependent and Non-identically Distributed Data” seminar in Dagstuhl. [slides] [abstract]
Keywords: reinforcement learning, multi-armed bandit, transfer learning, exploration-exploitation, representation learning, hierarchical learning. Research Topic This main objective of this Ph.D. research project is to advance the state-of-the-art in the field of multi-armed …
