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twitter/diffusion-rl

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Diffusion Rl

In this work, we propose Diffusion-QL which utilizes a diffusion model as a highly expressive policy class for behavior cloning and policy regularization. In our approach we learn an action-value function and we add a term maximising action-values to the the training loss of the diffusion model,…

Features

  • Diffusion Reinforcement Learning - Provides diffusion-based policy optimization for reinforcement learning.

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Open-source alternatives to Diffusion Rl

Similar open-source projects, ranked by how many features they share with Diffusion Rl.
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    Website Arxiv

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  • anuragajay/decision-diffuseranuragajay avatar

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    Python
    View on GitHub↗371
  • chendrag/sfbcC

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    This is a pytorch implementation of SfBC: Offline Reinforcement Learning via High-Fidelity Generative Behavior Modeling.

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  • cleandiffuserteam/cleandiffuserCleanDiffuserTeam avatar

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    Thanks for checking out the Best-README-Template. If you have a suggestion that would make this better, please fork the repo and create a pull request or simply open an issue with the tag "enhancement". Don't forget to give the project a star! Thanks again! Now go create something AMAZING!…

    Jupyter Notebook
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See all 7 alternatives to Diffusion Rl→

Frequently asked questions

What does twitter/diffusion-rl do?

In this work, we propose Diffusion-QL which utilizes a diffusion model as a highly expressive policy class for behavior cloning and policy regularization. In our approach we learn an action-value function and we add a term maximising action-values to the the training loss of the diffusion model,…

What are the main features of twitter/diffusion-rl?

The main features of twitter/diffusion-rl are: Diffusion Reinforcement Learning.

What are some open-source alternatives to twitter/diffusion-rl?

Open-source alternatives to twitter/diffusion-rl include: aaronanima/targf — [Website] [Arxiv]. anuragajay/decision-diffuser. chendrag/sfbc — This is a pytorch implementation of SfBC: Offline Reinforcement Learning via High-Fidelity Generative Behavior Modeling. cleandiffuserteam/cleandiffuser — Thanks for checking out the Best-README-Template. If you have a suggestion that would make this better, please fork… jannerm/diffuser — Code for the paper "Planning with Diffusion for Flexible Behavior Synthesis". opendilab/generativerl — English | 简体中文(Simplified Chinese).