Atari
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All Default Hyper-Parameters have been set. Select game with --game and run main.py

Gym-Control
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Default Hyper-Paremeters is for the main plot. Choose appropriate hyper-parameters for ablation studies while setting the default ones as constant. Run main.py. Change game between 'CartPole-v1' and 'Acrobot-v1'

Mujoco
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This is an extension of the RLZoo library. The LCR code is built on top of RLZoo with only SAC being modified. The code will not work for other algorithms. The default hyper-parameters are set to the default ones for RLZoo SAC. Run train.py to reproduce the results from the paper. Change the max_steps for each environment based on the table provided in the supplementary material.

MiniGrid
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The new proposed environments are implemented in env_minigrid.py. Run train.py with default hyper-paramters to recreate the plots from the paper.