Atari Games on Atari 2600 Defender

42개 결과 · ⬇ CSV · JSON

Score

Rank	Model	Score	Paper	Code	Year
1	CGP	993010	Evolving simple programs for playing Atari games	ShuhuaGao/gpFlappyBird · JacobLaney/cgp-tetris	2018
2	GDI-H3	970540	Generalized Data Distribution Iteration		2022
3	GDI-I3	893110	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning		2021
3	GDI-I3	893110	Generalized Data Distribution Iteration		2022
5	MuZero	839642.95	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	werner-duvaud/muzero-general · opendilab/LightZero · koulanurag/muzero-pytorch · +15	2019
6	Agent57	677642.78	Agent57: Outperforming the Atari Human Benchmark	michaelnny/deep_rl_zoo · pocokhc/agent57 · yuta0821/agent57_pytorch · +2	2020
7	R2D2	665792.0	Recurrent Experience Replay in Distributed Reinforcement Learning	opendilab/DI-engine · michaelnny/deep_rl_zoo · garymm/earl	2019
8	MuZero (Res2 Adam)	557200.75	Online and Offline Reinforcement Learning by Planning with a Learned Model	DHDev0/Muzero-unplugged · enpasos/muzero	2021
9	Ape-X	411943.5	Distributed Prioritized Experience Replay	ray-project/ray · vwxyzjn/cleanrl · opendilab/DI-engine · +12	2018
10	Reactor 500M	223025.0	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning		2017
11	IMPALA (deep)	185203.00	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures	ray-project/ray · opendilab/DI-engine · deepmind/haiku · +21	2018
12	DNA	152768	DNA: Proximal Policy Optimization with a Dual Network Architecture	maitchison/PPO	2022
13	IQN	53537	Implicit Quantile Networks for Distributional Reinforcement Learning	opendilab/DI-engine · chainer/chainerrl · Kchu/DeepRL_CK · +16	2018
14	QR-DQN-1	47887	Distributional Reinforcement Learning with Quantile Regression	DLR-RM/stable-baselines3 · facebookresearch/Horizon · facebookresearch/ReAgent · +14	2017
15	NoisyNet-Dueling	42253	Noisy Networks for Exploration	opendilab/DI-engine · Curt-Park/rainbow-is-all-you-need · chainer/chainerrl · +12	2017
16	Duel noop	42214.0	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015
17	Prior+Duel noop	41324.5	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015
18	ASL DDQN	37026.5	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity	xinjinghao/color	2023
19	Prior+Duel hs	34415.0	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015
20	Persistent AL	32038.93	Increasing the Action Gap: New Operators for Reinforcement Learning	janhuenermann/neurojs · chainer/chainerrl	2015
21	Advantage Learning	30643.59	Increasing the Action Gap: New Operators for Reinforcement Learning	janhuenermann/neurojs · chainer/chainerrl	2015
22	CGP	993010	Evolving simple programs for playing Atari games	ShuhuaGao/gpFlappyBird · JacobLaney/cgp-tetris	2018
23	GDI-H3	970540	Generalized Data Distribution Iteration		2022
24	GDI-I3	893110	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning		2021
24	GDI-I3	893110	Generalized Data Distribution Iteration		2022
26	MuZero	839642.95	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	werner-duvaud/muzero-general · opendilab/LightZero · koulanurag/muzero-pytorch · +15	2019
27	Agent57	677642.78	Agent57: Outperforming the Atari Human Benchmark	michaelnny/deep_rl_zoo · pocokhc/agent57 · yuta0821/agent57_pytorch · +2	2020
28	R2D2	665792.0	Recurrent Experience Replay in Distributed Reinforcement Learning	opendilab/DI-engine · michaelnny/deep_rl_zoo · garymm/earl	2019
29	MuZero (Res2 Adam)	557200.75	Online and Offline Reinforcement Learning by Planning with a Learned Model	DHDev0/Muzero-unplugged · enpasos/muzero	2021
30	Ape-X	411943.5	Distributed Prioritized Experience Replay	ray-project/ray · vwxyzjn/cleanrl · opendilab/DI-engine · +12	2018
31	Reactor 500M	223025.0	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning		2017
32	IMPALA (deep)	185203.00	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures	ray-project/ray · opendilab/DI-engine · deepmind/haiku · +21	2018
33	DNA	152768	DNA: Proximal Policy Optimization with a Dual Network Architecture	maitchison/PPO	2022
34	IQN	53537	Implicit Quantile Networks for Distributional Reinforcement Learning	opendilab/DI-engine · chainer/chainerrl · Kchu/DeepRL_CK · +16	2018
35	QR-DQN-1	47887	Distributional Reinforcement Learning with Quantile Regression	DLR-RM/stable-baselines3 · facebookresearch/Horizon · facebookresearch/ReAgent · +14	2017
36	NoisyNet-Dueling	42253	Noisy Networks for Exploration	opendilab/DI-engine · Curt-Park/rainbow-is-all-you-need · chainer/chainerrl · +12	2017
37	Duel noop	42214.0	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015
38	Prior+Duel noop	41324.5	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015
39	ASL DDQN	37026.5	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity	xinjinghao/color	2023
40	Prior+Duel hs	34415.0	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015
41	Persistent AL	32038.93	Increasing the Action Gap: New Operators for Reinforcement Learning	janhuenermann/neurojs · chainer/chainerrl	2015
42	Advantage Learning	30643.59	Increasing the Action Gap: New Operators for Reinforcement Learning	janhuenermann/neurojs · chainer/chainerrl	2015