Code for experimenting with transfer approaches to lifelong RL, attached to our 2018 ICML paper Policy and Value Transfer for Lifelong Reinforcement Learning
Experiments require simple_rl, which can be installed with the usual:
pip install simple_rl
To reproduce all of our plots, run run_all_policy_experiments.py (Figure 2), run_all_learning_experiments.py (Figure 3 -- you must choose your learning algorithm in the file to generate Figures 3 (a,d), (b,e), or (c,f)).
Authors: David Abel, Yuu Jinnai, Yue Guo, George Konidaris, Michael L. Littman.
Contact Dave or Yuu with any questions.