Atari Games on Atari 2600 Zaxxon

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	MuZero	725853.9	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
2	Agent57	249808.9	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
3	R2D2	224910.7	No	-	-	Code
4	GDI-H3	216020	No	Generalized Data Distribution Iteration	2022-06-07	-
5	MuZero (Res2 Adam)	154131.86	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
6	GDI-I3	109140	No	Generalized Data Distribution Iteration	2022-06-07	-
7	DreamerV2	50699	No	Mastering Atari with Discrete World Models	2020-10-05	Code
8	Ape-X	42285.5	No	Distributed Prioritized Experience Replay	2018-03-02	Code
9	IMPALA (deep)	32935.5	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
10	A3C FF hs	24622	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
11	A3C LSTM hs	23519	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
12	UCT	22610	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
13	DNA	22588	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
14	IQN	21772	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
15	ASL DDQN	16420	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
16	RIMs-PPO	15000	No	Recurrent Independent Mechanisms	2019-09-24	Code
17	NoisyNet-Dueling	14874	No	Noisy Networks for Exploration	2017-06-30	Code
18	DDQN+Pop-Art noop	14402	No	Learning values across many orders of magnitude	2016-02-24	-
19	Prior+Duel noop	13886	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
20	QR-DQN-1	13112	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
21	Duel noop	12944	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
22	Bootstrapped DQN	11491.7	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
23	Prior+Duel hs	11320	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
24	C51 noop	10513	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
25	Prior noop	10469	No	Prioritized Experience Replay	2015-11-18	Code
26	Duel hs	10164	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
27	DDQN (tuned) noop	10163	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
28	Prior hs	9474	No	Prioritized Experience Replay	2015-11-18	Code
29	POP3D	9472	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
30	A2C + SIL	9164.2	No	Self-Imitation Learning	2018-06-14	Code
31	Advantage Learning	9129.61	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
32	DDQN (tuned) hs	8593	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
33	ES FF (1 hour) noop	6380	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
34	Gorila	6159.4	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
35	DQN noop	5363	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
36	Nature DQN	4977	No	-	-	Code
37	DQN hs	4412	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
38	Best Learner	3365.1	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
39	CGP	2980	No	Evolving simple programs for playing Atari games	2018-06-14	Code
40	A3C FF (1 day) hs	2659	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
41	SARSA	21.4	No	-	-	-