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A3C with ICM Agent playing ALE/KungFuMaster-v5

This is a trained model of a A3C-ICM agent playing ALE/KungFuMaster-v5 .

Codes

Github repos(Give a star if found useful):

Kaggle Notebook:

Hyperparameters

"envid": "ALE/KungFuMaster-v5",
"learningrate": 0.0002,
"tau": 1.0,
"num_local_step": 50,
"num_global_step": 380000,
"gamma": 0.99,
"lambda": 0.1,
"eta": 0.2,
"beta": 0.2,
"max_actions": 500
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Evaluation results

  • mean_reward on ALE/KungFuMaster-v5
    self-reported
    5750.00 +/- 1608.88