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[RLlib] Hope RLlib can support DQfD & POfD #25058

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mahuangxu opened this issue May 21, 2022 · 0 comments
Open

[RLlib] Hope RLlib can support DQfD & POfD #25058

mahuangxu opened this issue May 21, 2022 · 0 comments
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enhancement Request for new feature and/or capability P2 Important issue, but not time-critical rllib RLlib related issues rllib-contrib Issues related to algorithms in rllib-contrib

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@mahuangxu
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Description

DQfD algorithm has mentioned in the latest feature-overview, but it is not yet supported in the code. Hope RLlib can support DQfD & POfD!

Offline RL and imitation learning/behavior cloning: You don’t have a simulator for your particular problem, but tons of historic data recorded by a legacy (maybe non-RL/ML) system? This branch of reinforcement learning is for you! RLlib’s comes with several offline RL algorithms (CQL, MARWIL, and DQfD), allowing you to either purely behavior-clone your existing system or learn how to further improve over it.)

RLlib: Industry-Grade Reinforcement Learning — Ray 1.12.1

Use case

Classical Imitation learning Algorithm
@mahuangxu mahuangxu added the enhancement Request for new feature and/or capability label May 21, 2022
@sven1977 sven1977 added the rllib RLlib related issues label May 23, 2022
@kouroshHakha kouroshHakha added the P2 Important issue, but not time-critical label May 24, 2022
@Rohan138 Rohan138 added the rllib-contrib Issues related to algorithms in rllib-contrib label Jul 2, 2023
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enhancement Request for new feature and/or capability P2 Important issue, but not time-critical rllib RLlib related issues rllib-contrib Issues related to algorithms in rllib-contrib
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@sven1977 @kouroshHakha @mahuangxu @Rohan138