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glample avatar glample commented on August 15, 2024 1

Hi,

Sorry, we did not include the two networks in this code. We decided to merge the navigation and deathmatch rewards into the same model. This way, it is harder to control how much the model is exploring / camping etc., but this is much easier to train and to evaluate. We also found that merging everything into a single network can also work well, although it requires a much more careful reward shaping.

You can still use this code to train 2 networks for exploration / deatchmatch, but you will have to merge them afterwards.

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philipjball avatar philipjball commented on August 15, 2024

I believe that Arnold2 (i.e., this repo) didn't have a separate network: https://arxiv.org/pdf/1809.03470.pdf

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yculcarnee avatar yculcarnee commented on August 15, 2024

@fiorenza2 Can you point me to the repo with the two networks seperate? I too have the same issue as OP and would like to understand more of the navigation part of their implementation. Thanks im advance :)

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philipjball avatar philipjball commented on August 15, 2024

Hey, not sure there is a public repo with the original Arnold code with navigation network; it might be best to reach out to the original authors to see if they can help?

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yculcarnee avatar yculcarnee commented on August 15, 2024

@fiorenza2 perhaps yeah, I'll try to do that. Thanks! :)

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fabero avatar fabero commented on August 15, 2024

@yculcarnee Did you get any response from the authors? We are experiencing the same issue when trying to reproduce the strategy outlined in the paper.

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