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Performance on D4RL AntMaze tasks? #1

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yuxudong20 opened this issue Sep 5, 2022 · 3 comments
Closed

Performance on D4RL AntMaze tasks? #1

yuxudong20 opened this issue Sep 5, 2022 · 3 comments

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@yuxudong20
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Hello, I have a question about the performance of SAC-N or EDAC on AntMaze tasks. Have you ever tested it?

In my experiments based on this official implementation, I found that average returns in evaluation are always 0, which is worse than behavior cloning. Then I try to run with a modified reward (r=4*(r-0.5)) and max Q backup. However, they didn't help.

I'll appreciate it a lot if you give me some related advices. Thanks a lot.

@yuxudong20
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@drillermoon @dssrgu

@dssrgu
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dssrgu commented Sep 5, 2022

Hi,

As we have not done any experiments on Antmaze, it is hard to tell what would specifically be the problem.
However, I recommend checking if quantitative statistics such as Q-values have reasonable values while tuning the hyperparameters.

Thank you.

@gaisibo
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gaisibo commented Nov 17, 2022

Hello,
Do you have got reasonable results in AntMaze tasks? I have the same question.
Thanks a lot.
@yuxudong20

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