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fdeng18 avatar

fdeng18/dreamer-pro

0
View on GitHub↗
38 stars·5 forks·Python·MIT·2 views

Dreamer Pro

This is the official implementation of DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations in TensorFlow 2. A re-implementation of Temporal Predictive Coding for Model-Based Planning in Latent Space is also included.

Features

  • Embodied World Models - Reconstruction-free model-based reinforcement learning.

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Frequently asked questions

What does fdeng18/dreamer-pro do?

This is the official implementation of DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations in TensorFlow 2. A re-implementation of Temporal Predictive Coding for Model-Based Planning in Latent Space is also included.

What are the main features of fdeng18/dreamer-pro?

The main features of fdeng18/dreamer-pro are: Embodied World Models.

What are some open-source alternatives to fdeng18/dreamer-pro?

Open-source alternatives to fdeng18/dreamer-pro include: agibottech/ewmbench — Official code for EWMBench: Evaluating Scene, Motion, and Semantic Quality in Embodied World Models. aidanscannell/dcmpc — This repository is the official implementation of DC-MPC, presented in "Discrete Codebook World Models for Continuous… 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… 20robo/raenwm — Paper | Models (Coming Soon).

Open-source alternatives to Dreamer Pro

Similar open-source projects, ranked by how many features they share with Dreamer Pro.
  • 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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  • aidanscannell/dcmpcaidanscannell avatar

    aidanscannell/dcmpc

    32View on GitHub↗

    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.

    Jupyter Notebook
    View on GitHub↗32
  • 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
  • 20robo/raenwm20robo avatar

    20robo/raenwm

    18View on GitHub↗

    Paper | Models (Coming Soon)

    Python
    View on GitHub↗18
See all 30 alternatives to Dreamer Pro
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