Atari Games on Atari 2600 Time Pilot

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	MuZero	476763.9	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
2	GDI-H3	450810	No	Generalized Data Distribution Iteration	2022-06-07	-
3	R2D2	445377.3	No	-	-	Code
4	MuZero (Res2 Adam)	424011.16	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
5	Agent57	405425.31	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
6	GDI-I3	216770	No	Generalized Data Distribution Iteration	2022-06-07	-
7	GDI-I3	216770	No	Generalized Data Distribution Iteration	2022-06-07	-
8	Ape-X	87085	No	Distributed Prioritized Experience Replay	2018-03-02	Code
9	UCT	63854.5	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
10	IMPALA (deep)	48481.5	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
11	DreamerV2	37945	No	Mastering Atari with Discrete World Models	2020-10-05	Code
12	A3C LSTM hs	27202	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
13	Rational DQN Average	17632	No	Adaptive Rational Activations to Boost Deep Rein...	2021-02-18	Code
14	NoisyNet-Dueling	17301	No	Noisy Networks for Exploration	2017-06-30	Code
15	Recurrent Rational DQN Average	13261	No	Adaptive Rational Activations to Boost Deep Rein...	2021-02-18	Code
16	DNA	12774	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
17	A3C FF hs	12679	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
18	IQN	12236	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
19	ASL DDQN	12071	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
20	CGP	12040	No	Evolving simple programs for playing Atari games	2018-06-14	Code
21	Duel noop	11666	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
22	A2C + SIL	10811.7	No	Self-Imitation Learning	2018-06-14	Code
23	QR-DQN-1	10345	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
24	Prior noop	9197	No	Prioritized Experience Replay	2015-11-18	Code
25	Bootstrapped DQN	9079.4	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
26	Advantage Learning	8969.12	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
27	DDQN (tuned) noop	8339	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
28	C51 noop	8329	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
29	Gorila	8267.8	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
30	Prior+Duel noop	7553	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
31	DDQN (tuned) hs	6608	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
32	Duel hs	6601	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
33	Prior hs	5963	No	Prioritized Experience Replay	2015-11-18	Code
34	Nature DQN	5947	No	-	-	Code
35	A3C FF (1 day) hs	5825	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
36	ES FF (1 hour) noop	4970	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
37	Prior+Duel hs	4871	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
38	DQN noop	4870	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
39	DDQN+Pop-Art noop	4870	No	Learning values across many orders of magnitude	2016-02-24	-
40	DQN hs	4786	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
41	IDVQ + DRSC + XNES	4600	No	Playing Atari with Six Neurons	2018-06-04	Code
42	POP3D	3770.33	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
43	Best Learner	3741.2	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
44	SARSA	24.9	No	-	-	-