Atari Games on Atari 2600 Berzerk

78개 결과 · ⬇ CSV · JSON

Score

Rank	Model	Score	Paper	Code	Year
21	A3C FF (1 day) hs	1433.4	Asynchronous Methods for Deep Reinforcement Learning	ray-project/ray · DLR-RM/stable-baselines3 · tensorpack/tensorpack · +67	2016
22	Persistent AL	1328.25	Increasing the Action Gap: New Operators for Reinforcement Learning	janhuenermann/neurojs · chainer/chainerrl	2015
23	Prior noop	1305.6	Prioritized Experience Replay	labmlai/annotated_deep_learning_paper_implementations · hill-a/stable-baselines · NervanaSystems/coach · +74	2015
24	DDQN (tuned) noop	1225.4	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015
25	DDQN+Pop-Art noop	1199.6	Learning values across many orders of magnitude		2016
26	CGP	1138	Evolving simple programs for playing Atari games	ShuhuaGao/gpFlappyBird · JacobLaney/cgp-tetris	2018
27	IQN	1053	Implicit Quantile Networks for Distributional Reinforcement Learning	opendilab/DI-engine · chainer/chainerrl · Kchu/DeepRL_CK · +16	2018
28	DDQN (tuned) hs	1011.1	Deep Reinforcement Learning with Double Q-learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · hill-a/stable-baselines · +94	2015
29	Duel hs	910.6	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015
30	Prior hs	865.9	Prioritized Experience Replay	labmlai/annotated_deep_learning_paper_implementations · hill-a/stable-baselines · NervanaSystems/coach · +74	2015
31	A3C LSTM hs	862.2	Asynchronous Methods for Deep Reinforcement Learning	ray-project/ray · DLR-RM/stable-baselines3 · tensorpack/tensorpack · +67	2016
32	A3C FF hs	817.9	Asynchronous Methods for Deep Reinforcement Learning	ray-project/ray · DLR-RM/stable-baselines3 · tensorpack/tensorpack · +67	2016
33	DreamerV2	810	Mastering Atari with Discrete World Models	opendilab/DI-engine · danijar/dreamerv2 · andrejorsula/drl_grasping · +6	2020
34	Advantage Learning	747.26	Increasing the Action Gap: New Operators for Reinforcement Learning	janhuenermann/neurojs · chainer/chainerrl	2015
35	ES FF (1 hour) noop	686.0	Evolution Strategies as a Scalable Alternative to Reinforcement Learning	ray-project/ray · openai/evolution-strategies-starter · atgambardella/pytorch-es · +20	2017
36	Best Baseline	670	The Arcade Learning Environment: An Evaluation Platform for General Agents	mgbellemare/Arcade-Learning-Environment · kenjyoung/MinAtar · nandomp/AICollaboratory	2012
37	DQN noop	585.6	Deep Reinforcement Learning with Double Q-learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · hill-a/stable-baselines · +94	2015
38	Best Learner	501.3	The Arcade Learning Environment: An Evaluation Platform for General Agents	mgbellemare/Arcade-Learning-Environment · kenjyoung/MinAtar · nandomp/AICollaboratory	2012
39	DQN hs	493.4	Deep Reinforcement Learning with Double Q-learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · hill-a/stable-baselines · +94	2015
40	Go-Explore	197376	First return, then explore	uber-research/go-explore · qgallouedec/lge	2020