Python pomdp

Open-source Python projects categorized as pomdp
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Topics: deep-reinforcement-learning transformer-xl Pytorch Transformer recurrent-neural-networks
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Top 5 Python pomdp Projects

  • pomdp-baselines

    Simple (but often Strong) Baselines for POMDPs in PyTorch, ICML 2022

  • pomdp-py

    A framework to build and solve POMDP problems. Documentation: https://h2r.github.io/pomdp-py/

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  • popgym

    Partially Observable Process Gym

  • episodic-transformer-memory-ppo

    Clean baseline implementation of PPO using an episodic TransformerXL memory

    • Project mention: Question about Transformer model input in RL | /r/reinforcementlearning | 2023-06-17

    Check out this implementation https://github.com/MarcoMeter/episodic-transformer-memory-ppo

  • endless-memory-gym

    Challenging Memory-based Deep Reinforcement Learning Agents

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python pomdp related posts

  • Best recurrent RL library?

    2 projects | /r/reinforcementlearning | 31 Jan 2023

  • In Latest Machine Learning Research, A Group at CMU Release a Simple and Efficient Implementation of Recurrent Model-Free Reinforcement Learning (RL) for Future Work to Use as a Baseline for POMDP Algorithms

    2 projects | /r/machinelearningnews | 31 Aug 2022

  • [R] Recurrent Model-Free RL is a Strong Baseline for Many POMDPs

    2 projects | /r/MachineLearning | 15 Oct 2021

Index

What are some of the best open-source pomdp projects in Python? This list will help you:

Project Stars
1 pomdp-baselines 275
2 pomdp-py 193
3 popgym 145
4 episodic-transformer-memory-ppo 109
5 endless-memory-gym 67

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