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Top 10 Python monte-carlo-tree-search Projects
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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LightZero
[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios
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Hypernets
A General Automated Machine Learning framework to simplify the development of End-to-end AutoML toolkits in specific domains.
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Stochastic-muzero
Pytorch Implementation of Stochastic MuZero for gym environment. This algorithm is capable of supporting a wide range of action and observation spaces, including both discrete and continuous variations.
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InfluxDB
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Muzero-unplugged
Pytorch Implementation of MuZero Unplugged for gym environment. This algorithm is capable of supporting a wide range of action and observation spaces, including both discrete and continuous variations.
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Muzero
Pytorch Implementation of MuZero for gym environment. It support any Discrete , Box and Box2D configuration for the action space and observation space. (by DHDev0)
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rs3_dynamic_programming
Dynamic programming project featuring RuneScape3 Combat. An analysis of different exact and approximative dynamic programming techniques.
Project mention: Open source rules engine for Magic: The Gathering | news.ycombinator.com | 2023-12-14I 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
Project mention: LightZero: Sailing with MCTS, turns the vision of decision intelligence into reality | /r/reinforcementlearning | 2023-06-06
https://github.com/DHDev0/Muzero-unplugged
Gym is now gymnasium and it has support for additional Environments like Mujoco:
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.
Python monte-carlo-tree-search related posts
- About Monte Carlo tree search in Jax
- Show HN: LLM Verified with Monte Carlo Tree Search
- Show HN: LLM Verified with Monte Carlo Tree Search
- Inorganic Synthesis Of Meso-Tetraphenylporphin
- possible AI retrosynthesis analysis
- [N][R] A Brief Tutorial for Developing AutoML Tools with Hypernets
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A note from our sponsor - InfluxDB
www.influxdata.com | 19 Apr 2024
Index
What are some of the best open-source monte-carlo-tree-search projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | muzero-general | 2,373 |
| 2 | mctx | 2,201 |
| 3 | LightZero | 860 |
| 4 | aizynthfinder | 527 |
| 5 | Hypernets | 261 |
| 6 | llm-verified-with-monte-carlo-tree-search | 188 |
| 7 | Stochastic-muzero | 41 |
| 8 | Muzero-unplugged | 17 |
| 9 | Muzero | 16 |
| 10 | rs3_dynamic_programming | 2 |
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