├── .gitignore ├── README.md ├── agents ├── __init__.py ├── base_agents.py ├── control_agents.py ├── control_agents_deep.py ├── control_agents_test.py ├── prediction_agents.py └── prediction_agents_test.py ├── config_files ├── accesscontrol │ ├── CDiscQ.json │ ├── diffQ.json │ ├── discQ.json │ ├── eval.json │ ├── random.json │ └── test.json ├── bandit │ └── test.json ├── catch_linear │ ├── CDiscQ.json │ ├── diffQ.json │ ├── discQ.json │ ├── eval.json │ └── test.json ├── catch_nonlinear │ ├── CDQN.json │ ├── CDSarsaN.json │ ├── eval.json │ ├── random.json │ └── test.json ├── loop │ └── test.json ├── pendulum │ ├── CDiscSarsa.json │ ├── diffQ.json │ ├── diffdiscQ.json │ ├── discQ.json │ ├── eval.json │ ├── gym.json │ └── test.json ├── pendulum_nonlinear │ ├── CDQN.json │ ├── diffQN.json │ └── test.json ├── puckworld │ ├── CDiscQ.json │ ├── diffQ.json │ ├── discQ.json │ ├── eval.json │ └── test.json ├── puckworld_nonlinear │ ├── cdqn.json │ ├── diffqn.json │ ├── dqn.json │ ├── eval.json │ └── test.json ├── randomwalk19 │ ├── atdl.json │ ├── dtdl.json │ ├── dtdlf.json │ ├── dtdlf_2.json │ ├── dtdlf_3.json │ ├── dtdlf_4.json │ ├── dtdlf_5.json │ └── test.json ├── randomwalk5 │ ├── CDiscTD_simple.json │ ├── CDiscTD_value.json │ ├── DiscTD.json │ ├── dtdl.json │ ├── dtdl_2.json │ ├── dtdlf.json │ ├── dtdlf_2.json │ ├── dtdlf_3.json │ ├── dtdlf_4.json │ ├── dtdlf_5.json │ └── test.json ├── randomwalk7 │ ├── CDiscTD_simple.json │ ├── CDiscTD_value.json │ ├── DiscTD.json │ └── test.json └── twochoice │ ├── diffQ.json │ ├── diffdiscQ.json │ ├── discQ.json │ ├── prediction │ └── diffdiscQ.json │ └── test.json ├── environments ├── __init__.py ├── acrobot.py ├── assets │ └── clockwise.png ├── bandits.py ├── base_environment.py ├── centered_values.json ├── loop.py ├── pendulum.py ├── random_walk_n.py ├── riverswim.py └── two_choice.py ├── experiments.py ├── main.py ├── plot_results_example.ipynb └── utils ├── __init__.py ├── helpers.py ├── rl_glue.py ├── sweeper.py └── tilecoder.py 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