2019

  • Deterministic Implementations for Reproducibility in Deep Reinforcement Learning
    Prabhat Nagarajan, Garrett Warnell, Peter Stone
    AAAI 2019 Workshop on Reproducible AI, Honolulu, Hawaii.


2018

  • Nondeterminism as a Reproducibility Challenge for Deep Reinforcement Learning
    Prabhat Nagarajan
    Master's Thesis, The University of Texas at Austin, August 2018
    Committee: Peter Stone (Supervisor), Scott Niekum

  • The Impact of Nondeterminism on Reproducibility in Deep Reinforcement Learning
    Prabhat Nagarajan, Garrett Warnell, Peter Stone
    2nd Reproducibility in Machine Learning Workshop at ICML 2018, Stockholm, Sweden.