Browsing by Author "Ruiz del Solar, Javier"

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    • A fast hybrid reinforcement learning framework with human corrective feedback 
      Celemin, Carlos; Ruiz del Solar, Javier; Kober, Jens (Springer, 2019)
      Reinforcement Learning agents can be supported by feedback from human teachers in the learning loop that guides the learning process. In this work we propose two hybrid strategies of Policy Search Reinforcement Learning ...
    • Accelerating decentralized reinforcement learning of complex individual behaviors 
      Leottau, David L.; Lobos Tsunekawa, Kenzo; Jaramillo, Francisco; Ruiz del Solar, Javier (Elsevier, 2019)
      Many Reinforcement Learning (RL) real-world applications have multi-dimensional action spaces which suffer from the combinatorial explosion of complexity. Then, it may turn infeasible to implement Centralized RL (CRL) ...