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Top 10 soft-actor-critic Open-Source Projects
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softlearning
Softlearning is a reinforcement learning framework for training maximum entropy policies in continuous domains. Includes the official implementation of the Soft Actor-Critic algorithm.
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Popular-RL-Algorithms
PyTorch implementation of Soft Actor-Critic (SAC), Twin Delayed DDPG (TD3), Actor-Critic (AC/A2C), Proximal Policy Optimization (PPO), QT-Opt, PointNet..
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Deep-Reinforcement-Learning-Algorithms
32 projects in the framework of Deep Reinforcement Learning algorithms: Q-learning, DQN, PPO, DDPG, TD3, SAC, A2C and others. Each project is provided with a detailed training log.
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jaxrl
JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.
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learning-to-drive-in-5-minutes
Implementation of reinforcement learning approach to make a car learn to drive smoothly in minutes
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Meta-SAC
Auto-tune the Entropy Temperature of Soft Actor-Critic via Metagradient - 7th ICML AutoML workshop 2020
Project mention: Problem with Truncated Quantile Critics (TQC) and n-step learning algorithm. | /r/reinforcementlearning | 2023-12-09# see https://github.com/rail-berkeley/softlearning/issues/60
Have you looked at this repo or this repo ?
Project mention: Problem with Truncated Quantile Critics (TQC) and n-step learning algorithm. | /r/reinforcementlearning | 2023-12-09Hi all! I'm implementing a TQC with n-step learning in Trackmania (I forked original repo from here: https://github.com/trackmania-rl/tmrl, my modified version here: https://github.com/Pheoxis/AITrackmania/tree/main). It compiles, but I am pretty sure that I implemented n-step learning incorrectly, but as a beginner I don't know what I did wrong. Here's my code before implementing n-step algorithm: https://github.com/Pheoxis/AITrackmania/blob/main/tmrl/custom/custom_algorithms.py. If anyone checked what I did wrong, I would be very grateful. I will also attach some plots from my last training and outputs from printed lines (print.txt), maybe it will help :) If you need any additional information feel free to ask.
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).
soft-actor-critic related posts
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Problem with Truncated Quantile Critics (TQC) and n-step learning algorithm.
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Training an unbeatable AI in Trackmania [video]
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JAX in Reinforcement Learning
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Can you beat trackmania AI?
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Python RL Environments on Windows
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Infinite Horizon problem with SAC and custom environment
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AI Learns Mario Kart Wii (Rainbow DQN)
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A note from our sponsor - InfluxDB
www.influxdata.com | 20 May 2024
Index
What are some of the best open-source soft-actor-critic projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | softlearning | 1,166 |
| 2 | Popular-RL-Algorithms | 997 |
| 3 | autonomous-learning-library | 639 |
| 4 | Deep-Reinforcement-Learning-Algorithms | 580 |
| 5 | jaxrl | 576 |
| 6 | tmrl | 431 |
| 7 | learning-to-drive-in-5-minutes | 277 |
| 8 | Meta-SAC | 28 |
| 9 | soft-actor-critic | 1 |
| 10 | senza | 1 |
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