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| README.md | https://github.com/StepNeverStop/RLs/blob/master/README.md |
| README.md | https://github.com/StepNeverStop/RLs/blob/master/README.md |
| auto_format.py | https://github.com/StepNeverStop/RLs/blob/master/auto_format.py |
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| dockerfile | https://github.com/StepNeverStop/RLs/blob/master/dockerfile |
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| dockerfile_cn | https://github.com/StepNeverStop/RLs/blob/master/dockerfile_cn |
| environment.yaml | https://github.com/StepNeverStop/RLs/blob/master/environment.yaml |
| environment.yaml | https://github.com/StepNeverStop/RLs/blob/master/environment.yaml |
| requirements.txt | https://github.com/StepNeverStop/RLs/blob/master/requirements.txt |
| requirements.txt | https://github.com/StepNeverStop/RLs/blob/master/requirements.txt |
| run.py | https://github.com/StepNeverStop/RLs/blob/master/run.py |
| run.py | https://github.com/StepNeverStop/RLs/blob/master/run.py |
| setup.py | https://github.com/StepNeverStop/RLs/blob/master/setup.py |
| setup.py | https://github.com/StepNeverStop/RLs/blob/master/setup.py |
| README | https://github.com/StepNeverStop/RLs |
| Apache-2.0 license | https://github.com/StepNeverStop/RLs |
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| https://github.com/StepNeverStop/RLs |
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| https://github.com/StepNeverStop/RLs |
| https://github.com/StepNeverStop/RLs#rls |
| ml-agents | https://github.com/Unity-Technologies/ml-agents/tree/release_18 |
| gym | https://github.com/openai/gym |
| https://github.com/StepNeverStop/RLs#about |
| https://github.com/StepNeverStop/RLs#characteristics |
| Unity3D ml-agents | https://github.com/Unity-Technologies/ml-agents |
| PettingZoo | https://www.pettingzoo.ml/ |
| gym | https://github.com/openai/gym |
| MuJoCo | https://github.com/openai/mujoco-py |
| PyBullet | https://github.com/bulletphysics/bullet3 |
| gym_minigrid | https://github.com/maximecb/gym-minigrid |
| Prioritized ER | https://arxiv.org/abs/1511.05952 |
| Noisy Net | https://arxiv.org/abs/1706.10295 |
| Intrinsic Curiosity Module | https://arxiv.org/abs/1705.05363 |
| https://github.com/StepNeverStop/RLs#installation |
| here | https://hub.docker.com/r/keavnn/rls |
| https://github.com/StepNeverStop/RLs#implemented-algorithms |
| I-DQN | http://arxiv.org/abs/1511.08779 |
| Value-Decomposition Networks, VDN | http://arxiv.org/abs/1706.05296 |
| Monotonic Value Function Factorisation Networks, QMIX | http://arxiv.org/abs/1803.11485 |
| Multi-head Attention based Q-value Mixing Network, Qatten | http://arxiv.org/abs/2002.03939 |
| Factorize with Transformation, Qtran | https://arxiv.org/abs/1905.05408 |
| Duplex Dueling Multi-Agent Q-Learning, QPLEX | http://arxiv.org/abs/2008.01062 |
| Multi-Agent Deep Deterministic Policy Gradient, MADDPG | https://arxiv.org/abs/1706.02275 |
| Synchronous Advantage Actor Critic, A2C | http://arxiv.org/abs/1602.01783 |
| PPO | https://arxiv.org/abs/1707.06347 |
| DPPO | http://arxiv.org/abs/1707.02286, |
| Trust Region Policy Optimization, TRPO | https://arxiv.org/abs/1502.05477 |
| Natural Policy Gradient, NPG | https://proceedings.neurips.cc/paper/2001/file/4b86abe48d358ecf194c56c69108433e-Paper.pdf |
| Deterministic Policy Gradient, DPG | https://hal.inria.fr/file/index/docid/938992/filename/dpg-icml2014.pdf |
| Deep Deterministic Policy Gradient, DDPG | https://arxiv.org/abs/1509.02971 |
| SAC | https://arxiv.org/abs/1812.05905 |
| Discrete SAC | https://arxiv.org/abs/1910.07207 |
| Tsallis Actor Critic, TAC | https://arxiv.org/abs/1902.00137 |
| Twin Delayed Deep Deterministic Policy Gradient, TD3 | https://arxiv.org/abs/1802.09477 |
| 2013 | https://arxiv.org/pdf/1312.5602.pdf |
| 2015 | https://storage.googleapis.com/deepmind-media/dqn/DQNNaturePaper.pdf |
| Double Deep Q-learning Network, DDQN | https://arxiv.org/abs/1509.06461 |
| Dueling Double Deep Q-learning Network, DDDQN | https://arxiv.org/abs/1511.06581 |
| Deep Recurrent Q-learning Network, DRQN | https://arxiv.org/abs/1507.06527 |
| Deep Recurrent Double Q-learning, DRDQN | https://arxiv.org/abs/1908.06040 |
| Category 51, C51 | https://arxiv.org/abs/1707.06887 |
| Quantile Regression DQN, QR-DQN | https://arxiv.org/abs/1710.10044 |
| Implicit Quantile Networks, IQN | https://arxiv.org/abs/1806.06923 |
| Rainbow DQN | https://arxiv.org/abs/1710.02298 |
| MaxSQN | https://github.com/createamind/DRL/blob/master/spinup/algos/maxsqn/maxsqn.py |
| Soft Q-Learning, SQL | https://arxiv.org/abs/1702.08165 |
| Bootstrapped DQN | http://arxiv.org/abs/1602.04621 |
| Averaged DQN | http://arxiv.org/abs/1611.01929 |
| Option-Critic, OC | http://arxiv.org/abs/1609.05140 |
| Asynchronous Advantage Option-Critic, A2OC | http://arxiv.org/abs/1709.04571 |
| PPO Option-Critic, PPOC | http://arxiv.org/abs/1712.00004 |
| Interest-Option-Critic, IOC | http://arxiv.org/abs/2001.00271 |
| Learning Latent Dynamics for Planning from Pixels, PlaNet | http://arxiv.org/abs/1811.04551 |
| Dream to Control, Dreamer | http://arxiv.org/abs/1912.01603 |
| Mastering Atari with Discrete World Models, DreamerV2 | http://arxiv.org/abs/2010.02193 |
| Model-Based Value Estimation, MVE | http://arxiv.org/abs/1803.00101 |
| Conservative Q-Learning for Offline Reinforcement Learning, CQL | http://arxiv.org/abs/2006.04779 |
| Discrete | http://arxiv.org/abs/1910.01708 |
| Continuous | http://arxiv.org/abs/1812.02900 |
| https://github.com/StepNeverStop/RLs#getting-started |
| https://github.com/StepNeverStop/RLs#giving-credit |
| https://github.com/StepNeverStop/RLs#issues |
| here | https://github.com/StepNeverStop/RLs/issues/new |
| stepneverstop.github.io | https://stepneverstop.github.io |
|
reinforcement-learning
| https://github.com/topics/reinforcement-learning |
|
unity3d
| https://github.com/topics/unity3d |
|
deep-reinforcement-learning
| https://github.com/topics/deep-reinforcement-learning |
|
pytorch
| https://github.com/topics/pytorch |
|
gym
| https://github.com/topics/gym |
|
sac
| https://github.com/topics/sac |
|
ml-agents
| https://github.com/topics/ml-agents |
|
training-agents
| https://github.com/topics/training-agents |
|
reinforcement-learning-algorithm
| https://github.com/topics/reinforcement-learning-algorithm |
|
Readme
| https://github.com/StepNeverStop/RLs#readme-ov-file |
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Apache-2.0 license
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