Atari Games on Atari 2600 Space Invaders

110개 결과 · ⬇ CSV · JSON

Score

Rank	Model	Score	Best Score	Return	Paper	Code	Year
101	CGP	1001	–	–	Evolving simple programs for playing Atari games	ShuhuaGao/gpFlappyBird · JacobLaney/cgp-tetris	2018
102	IDVQ + DRSC + XNES	830	–	–	Playing Atari with Six Neurons	giuse/DNE	2018
103	ES FF (1 hour) noop	678.5	–	–	Evolution Strategies as a Scalable Alternative to Reinforcement Learning	ray-project/ray · openai/evolution-strategies-starter · atgambardella/pytorch-es · +20	2017
104	DDRL A3C	650	–	–	Distributed Deep Reinforcement Learning: Learn how to play Atari games in 21 minutes	deepsense-ai/Distributed-BA3C	2018
104	DARQN soft	650	–	–	Deep Attention Recurrent Q-Network	5vision/DARQN · ulstu/robotics_ml · ulstu/ml	2015
104	Rational DQN Average	650	–	–	Adaptive Rational Activations to Boost Deep Reinforcement Learning	ml-research/rational_activations · ml-research/rational_rl · k4ntz/activation-functions · +1	2021
107	SARSA	267.9	–	–
108	Best Learner	250.1	–	–	The Arcade Learning Environment: An Evaluation Platform for General Agents	mgbellemare/Arcade-Learning-Environment · kenjyoung/MinAtar · nandomp/AICollaboratory	2012
109	SAC	160.8	–	–	Soft Actor-Critic for Discrete Action Settings	p-christ/Deep-Reinforcement-Learning-Algorithms-with-PyTorch · ku2482/sac-discrete.pytorch · keraJLi/rejax · +10	2019
110	IQ-Learn	–	–	507	IQ-Learn: Inverse soft-Q Learning for Imitation	Div99/IQ-Learn · robfiras/ls-iq · google-deepmind/csil · +2	2021