Top 4 Python model-based-rl Projects

muzero-general

14 2,372 0.0 Python

MuZero

Project mention: Open source rules engine for Magic: The Gathering | news.ycombinator.com | 2023-12-14

I went looking for MuZero implementations in order to see how, exactly, they interact with the game space. Based on this one, which had the most stars in the muzero topic, it appears that it needs to be able to discern legal next steps from the current game state https://github.com/werner-duvaud/muzero-general/blob/master/...
So, I guess for the cards Forge has implemented one could MuZero it, but I believe it's a bit chicken and egg with a "free text" game like M:TG -- in order to train one would need to know legal steps for any random game state, but in order to have legal steps one would need to be able to read and interpret English rules and card text

handful-of-trials

1 415 0.0 Python

Experiment code for "Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models"
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PILCO

2 306 0.0 Python

Bayesian Reinforcement Learning in Tensorflow
omega

1 36 0.0 Python

A number of agents (PPO, MuZero) with a Perceiver-based NN architecture that can be trained to achieve goals in nethack/minihack environments. (by hr0nix)

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). The latest post mention was on 2023-12-14.