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aidanscannell/dcmpc

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32 stars·1 fork·Jupyter Notebook·MIT·8 viewswww.aidanscannell.com/dcmpc↗

Dcmpc

This repository is the official implementation of DC-MPC, presented in "Discrete Codebook World Models for Continuous Control" at ICLR 2025. DC-MPC is a model-based reinforcement learning algorithm demonstrating the strengths of learning a discrete latent space with discrete codebook encodings.

Features

  • Embodied World Models - Discrete codebook world models for continuous control tasks.

Star history

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How this analysis was created: This summary and feature list were written by an AI model that read the project's README and public documentation pages. Each feature links to the documentation it came from; stars, license and language come straight from the GitHub API. The model does not read the source code, and the analysis is refreshed when the project is re-analysed. Learn more on our About page.

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Frequently asked questions

What does aidanscannell/dcmpc do?

This repository is the official implementation of DC-MPC, presented in "Discrete Codebook World Models for Continuous Control" at ICLR 2025. DC-MPC is a model-based reinforcement learning algorithm demonstrating the strengths of learning a discrete latent space with discrete codebook encodings.

What are the main features of aidanscannell/dcmpc?

The main features of aidanscannell/dcmpc are: Embodied World Models.

What are some open-source alternatives to aidanscannell/dcmpc?

Open-source alternatives to aidanscannell/dcmpc include: agibottech/ewmbench — Official code for EWMBench: Evaluating Scene, Motion, and Semantic Quality in Embodied World Models. alibaba-damo-academy/worldvla — RynnVLA-002: A Unified Vision-Language-Action and World Model. anh-nn01/time-aware-world-model — ⏱️ Time-Aware World Model 🌎 🎓 Paper | 📌 Poster | 🌐 Website | 🎬 Videos. aria-zhangjl/storyweaver — This is an official implementation of AAAI 2025 paper StoryWeaver: A Unified World Model for Knowledge-Enhanced Story… chandar-lab/visa-for-mindjourney — ✨ Verification through Spatial Assertion (ViSA) ✨. 20robo/raenwm — Paper | Models (Coming Soon).

Open-source alternatives to Dcmpc

Similar open-source projects, ranked by how many features they share with Dcmpc.
  • agibottech/ewmbenchAgibotTech avatar

    AgibotTech/EWMBench

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    Official code for EWMBench: Evaluating Scene, Motion, and Semantic Quality in Embodied World Models

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  • alibaba-damo-academy/worldvlaalibaba-damo-academy avatar

    alibaba-damo-academy/WorldVLA

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    RynnVLA-002: A Unified Vision-Language-Action and World Model

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    View on GitHub↗1,074
  • anh-nn01/time-aware-world-modelanh-nn01 avatar

    anh-nn01/Time-Aware-World-Model

    9View on GitHub↗

    ⏱️ Time-Aware World Model 🌎 🎓 Paper | 📌 Poster | 🌐 Website | 🎬 Videos

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    View on GitHub↗9
  • 20robo/raenwm20robo avatar

    20robo/raenwm

    18View on GitHub↗

    Paper | Models (Coming Soon)

    Python
    View on GitHub↗18
See all 30 alternatives to Dcmpc
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