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Incredibly high score for Defender #104

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cathera opened this issue May 16, 2019 · 3 comments
Open

Incredibly high score for Defender #104

cathera opened this issue May 16, 2019 · 3 comments

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@cathera
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cathera commented May 16, 2019

Has anyone tried running Defender with dopamine? I noticed that baselines of Defender are not provided so I was trying to run one, but the scores are incredibly high.
Here are the reference scores in Rainbow:
image
And this is what I get with C51:
image

@LinZichuan
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I had the same problem... By the way, I found there is no Surround environment in OpenAI gym. How can I reproduce the results of IQN and C51 on this environment?

@marintoro
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Hello, I think this is due to a bug in the underlying ALE library. The reward are multiplied by 100 without reason compared to the true score of the actual game. See Farama-Foundation/Arcade-Learning-Environment#262 for more details.

@cathera
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cathera commented May 20, 2019

Hello, I think this is due to a bug in the underlying ALE library. The reward are multiplied by 100 without reason compared to the true score of the actual game. See mgbellemare/Arcade-Learning-Environment#262 for more details.

Hi, thanks for the information! I wonder how all previous works got their results though.....

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