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Binary Env results? about corl HOT 4 CLOSED

tinkoff-ai avatar tinkoff-ai commented on August 15, 2024
Binary Env results?

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Comments (4)

nakamotoo avatar nakamotoo commented on August 15, 2024 2

Adroit-binary datasets are not included in the original d4rl dataset. They are collected in AWAC's paper: https://github.com/rail-berkeley/rlkit/tree/master/examples/awac

Here are several recent works that utilize the binary dataset that might be helpful:
Cal-QL: https://github.com/nakamotoo/Cal-QL#adroit-binary
RLPD: https://github.com/ikostrikov/rlpd/tree/main#adroit-binary

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DT6A avatar DT6A commented on August 15, 2024 1

As far as I remember, binary datasets are relabeled and cutted d4rl "cloned" datasets. "cloned" datasets are "human" datasets + trajectories sampled from some BC policy. This is why we benchmark on cloned datasets

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DT6A avatar DT6A commented on August 15, 2024

Hello. No we don't provide results for the binary Adroit datasets. You can check binary datasets usage here: https://github.com/nakamotoo/Cal-QL/blob/f3f9bcc853ed5df96b2f6cd4b9e4d84d5ba0b046/JaxCQL/replay_buffer.py#L125

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StoneT2000 avatar StoneT2000 commented on August 15, 2024

Maybe @nakamotoo can help clarify?

Was wondering where does this binary demo data come from? Is it the original D4RL dataset but relabelled to have sparse reward?

And where is this BC data from?

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