Research Areas

Research Areas

  • Robust Risk-Sensitive Reinforcement Learning Agents for Trading Markets

    *Y. Gao, K. Y. C. Lui, and P. Hernandez-Leal. ICML Workshop, 2021

    Publication

  • Temporally Extended Auxiliary Tasks

    C. Sherstan, B. Kartal, P. Hernandez-Leal, and M. E. Taylor. AAMAS Workshop, 2020

    Publication

  • Multi Type Mean Field Reinforcement Learning

    S. Subramanian, P. Poupart, M. E. Taylor, and N. Hegde. AAMAS, 2020

    Publication

  • Uncertainty-Aware Action Advising for Deep Reinforcement Learning Agents

    F. L. Da Silva, P. Hernandez-Leal, B. Kartal, and M. E. Taylor. AAAI, 2020

    Publication

  • Maximum Entropy Monte-Carlo Planning

    C. Xiao, R. Huang, J. Mei, D. Schuurmans, and M. Müller. NeurIPS, 2019

    Publication

  • Towers of Saliency: A Reinforcement Learning Visualization Using Immersive Environments

    N. Douglas, D. Yim, B. Kartal, P. Hernandez-Leal, M. E. Taylor, and F. Maurer. ISS, 2019

    Publication

  • On Hard Exploration for Reinforcement Learning: a Case Study in Pommerman

    C. Gao, B. Kartal, P. Hernandez-Leal, and M. E. Taylor. AIIDE, 2019

    Publication

  • Action Guidance with MCTS for Deep Reinforcement Learning

    *B. Kartal, *P. Hernandez-Leal, and M. E. Taylor. AIIDE, 2019

    Publication

  • Terminal Prediction as an Auxiliary Task for Deep Reinforcement Learning

    *B. Kartal, *P. Hernandez-Leal, and M. E. Taylor. AIIDE, 2019

    Publication

  • Agent Modeling as Auxiliary Task for Deep Reinforcement Learning

    *B. Kartal, *P. Hernandez-Leal, and M. E. Taylor. AIIDE, 2019

    Publication

  • On Principled Entropy Exploration in Policy Optimization

    *J. Mei, *C. Xiao, R. Huang, D. Schuurmans, and M. Müller. IJCAI, 2019

    Publication

  • Private Q-Learning with Functional Noise in Continuous Spaces

    B. Wang, and N. Hegde. NeurIPS, 2019

    ; Responsible AI

    Publication