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DQN

Each experiment uses 3 seeds. The parameters used for DQN are the same parameters as described in the original paper, except for the optimizer (changed to ADAM) and learning rate (1e-4) used.

Breakout DQN - single worker

coach -p Atari_DQN -lvl breakout

Breakout DQN

Pong DQN - single worker

coach -p Atari_DQN -lvl pong

Pong DQN

Space Invaders DQN - single worker

coach -p Atari_DQN -lvl space_invaders

Space Invaders DQN