Atari Games on Atari 2600 Skiing

46개 결과 · ⬇ CSV · JSON

Score

Rank	Model	Score	Extra Training Data	Paper	Code	Year
1	Best Learner	0		The Arcade Learning Environment: An Evaluation Platform for General Agents	mgbellemare/Arcade-Learning-Environment · kenjyoung/MinAtar · nandomp/AICollaboratory	2012
1	Full Tree	0		The Arcade Learning Environment: An Evaluation Platform for General Agents	mgbellemare/Arcade-Learning-Environment · kenjyoung/MinAtar · nandomp/AICollaboratory	2012
3	IQN	-9289	✓	Implicit Quantile Networks for Distributional Reinforcement Learning	opendilab/DI-engine · chainer/chainerrl · Kchu/DeepRL_CK · +16	2018
4	MuZero	-29968.36	✓	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	werner-duvaud/muzero-general · opendilab/LightZero · koulanurag/muzero-pytorch · +15	2019
5	R2D2	-30021.7	✓	Recurrent Experience Replay in Distributed Reinforcement Learning	opendilab/DI-engine · michaelnny/deep_rl_zoo · garymm/earl	2019
6	IMPALA (deep)	-10180.38	✓	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures	ray-project/ray · opendilab/DI-engine · deepmind/haiku · +21	2018
7	FQF	-9085.3	✓	Fully Parameterized Quantile Function for Distributional Reinforcement Learning	opendilab/DI-engine · ku2482/fqf-iqn-qrdqn.pytorch · ku2482/rljax · +3	2019
8	NoisyNet-Dueling	-7550	✓	Noisy Networks for Exploration	opendilab/DI-engine · Curt-Park/rainbow-is-all-you-need · chainer/chainerrl · +12	2017
9	CGP	-9011	✓	Evolving simple programs for playing Atari games	ShuhuaGao/gpFlappyBird · JacobLaney/cgp-tetris	2018
10	QR-DQN-1	-9324	✓	Distributional Reinforcement Learning with Quantile Regression	DLR-RM/stable-baselines3 · facebookresearch/Horizon · facebookresearch/ReAgent · +14	2017
11	Ape-X	-10789.9	✓	Distributed Prioritized Experience Replay	ray-project/ray · vwxyzjn/cleanrl · opendilab/DI-engine · +12	2018
12	Advantage Learning	-13264.51	✓	Increasing the Action Gap: New Operators for Reinforcement Learning	janhuenermann/neurojs · chainer/chainerrl	2015
13	Go-Explore	-3660	✓	First return, then explore	uber-research/go-explore · qgallouedec/lge	2020
14	Agent57	-4202.6	✓	Agent57: Outperforming the Atari Human Benchmark	michaelnny/deep_rl_zoo · pocokhc/agent57 · yuta0821/agent57_pytorch · +2	2020
15	DreamerV2	-9299	✓	Mastering Atari with Discrete World Models	opendilab/DI-engine · danijar/dreamerv2 · andrejorsula/drl_grasping · +6	2020
16	Recurrent Rational DQN Average	-23582	✓	Adaptive Rational Activations to Boost Deep Reinforcement Learning	ml-research/rational_activations · ml-research/rational_rl · k4ntz/activation-functions · +1	2021
17	Rational DQN Average	-23487	✓	Adaptive Rational Activations to Boost Deep Reinforcement Learning	ml-research/rational_activations · ml-research/rational_rl · k4ntz/activation-functions · +1	2021
18	MuZero (Res2 Adam)	-30000	✓	Online and Offline Reinforcement Learning by Planning with a Learned Model	DHDev0/Muzero-unplugged · enpasos/muzero	2021
19	GDI-I3	-6774		GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning		2021
19	GDI-I3	-6774		Generalized Data Distribution Iteration		2022
21	GDI-H3	-6025		Generalized Data Distribution Iteration		2022
22	DNA	-29974		DNA: Proximal Policy Optimization with a Dual Network Architecture	maitchison/PPO	2022
23	ASL DDQN	-8295.4		Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity	xinjinghao/color	2023
24	Best Learner	0		The Arcade Learning Environment: An Evaluation Platform for General Agents	mgbellemare/Arcade-Learning-Environment · kenjyoung/MinAtar · nandomp/AICollaboratory	2012
24	Full Tree	0		The Arcade Learning Environment: An Evaluation Platform for General Agents	mgbellemare/Arcade-Learning-Environment · kenjyoung/MinAtar · nandomp/AICollaboratory	2012
26	IQN	-9289	✓	Implicit Quantile Networks for Distributional Reinforcement Learning	opendilab/DI-engine · chainer/chainerrl · Kchu/DeepRL_CK · +16	2018
27	MuZero	-29968.36	✓	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	werner-duvaud/muzero-general · opendilab/LightZero · koulanurag/muzero-pytorch · +15	2019
28	R2D2	-30021.7	✓	Recurrent Experience Replay in Distributed Reinforcement Learning	opendilab/DI-engine · michaelnny/deep_rl_zoo · garymm/earl	2019
29	IMPALA (deep)	-10180.38	✓	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures	ray-project/ray · opendilab/DI-engine · deepmind/haiku · +21	2018
30	FQF	-9085.3	✓	Fully Parameterized Quantile Function for Distributional Reinforcement Learning	opendilab/DI-engine · ku2482/fqf-iqn-qrdqn.pytorch · ku2482/rljax · +3	2019
31	NoisyNet-Dueling	-7550	✓	Noisy Networks for Exploration	opendilab/DI-engine · Curt-Park/rainbow-is-all-you-need · chainer/chainerrl · +12	2017
32	CGP	-9011	✓	Evolving simple programs for playing Atari games	ShuhuaGao/gpFlappyBird · JacobLaney/cgp-tetris	2018
33	QR-DQN-1	-9324	✓	Distributional Reinforcement Learning with Quantile Regression	DLR-RM/stable-baselines3 · facebookresearch/Horizon · facebookresearch/ReAgent · +14	2017
34	Ape-X	-10789.9	✓	Distributed Prioritized Experience Replay	ray-project/ray · vwxyzjn/cleanrl · opendilab/DI-engine · +12	2018
35	Advantage Learning	-13264.51	✓	Increasing the Action Gap: New Operators for Reinforcement Learning	janhuenermann/neurojs · chainer/chainerrl	2015
36	Go-Explore	-3660	✓	First return, then explore	uber-research/go-explore · qgallouedec/lge	2020
37	Agent57	-4202.6	✓	Agent57: Outperforming the Atari Human Benchmark	michaelnny/deep_rl_zoo · pocokhc/agent57 · yuta0821/agent57_pytorch · +2	2020
38	DreamerV2	-9299	✓	Mastering Atari with Discrete World Models	opendilab/DI-engine · danijar/dreamerv2 · andrejorsula/drl_grasping · +6	2020
39	Recurrent Rational DQN Average	-23582	✓	Adaptive Rational Activations to Boost Deep Reinforcement Learning	ml-research/rational_activations · ml-research/rational_rl · k4ntz/activation-functions · +1	2021
40	Rational DQN Average	-23487	✓	Adaptive Rational Activations to Boost Deep Reinforcement Learning	ml-research/rational_activations · ml-research/rational_rl · k4ntz/activation-functions · +1	2021
41	MuZero (Res2 Adam)	-30000	✓	Online and Offline Reinforcement Learning by Planning with a Learned Model	DHDev0/Muzero-unplugged · enpasos/muzero	2021
42	GDI-I3	-6774		GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning		2021
42	GDI-I3	-6774		Generalized Data Distribution Iteration		2022
44	GDI-H3	-6025		Generalized Data Distribution Iteration		2022
45	DNA	-29974		DNA: Proximal Policy Optimization with a Dual Network Architecture	maitchison/PPO	2022
46	ASL DDQN	-8295.4		Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity	xinjinghao/color	2023