Atari Games on Atari 2600 Star Gunner

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	Agent57	839573.53	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
2	R2D2	717344	No	-	-	Code
3	GDI-H3	677590	No	Generalized Data Distribution Iteration	2022-06-07	-
4	MuZero	549271.7	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
5	GDI-I3	465750	No	Generalized Data Distribution Iteration	2022-06-07	-
6	GDI-I3	465750	No	Generalized Data Distribution Iteration	2022-06-07	-
7	Ape-X	434342.5	No	Distributed Prioritized Experience Replay	2018-03-02	Code
8	IMPALA (deep)	200625	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
9	A3C LSTM hs	164766	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
10	MuZero (Res2 Adam)	154548.26	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
11	A3C FF hs	138218	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
12	FQF	131981.2	No	Fully Parameterized Quantile Function for Distri...	2019-11-05	Code
13	ASL DDQN	129140	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
14	Prior+Duel hs	127073	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
15	Prior+Duel noop	125117	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
16	DNA	104125	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
17	Duel hs	90804	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
18	Duel noop	89238	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
19	QR-DQN-1	77495	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
20	NoisyNet-Dueling	75867	No	Noisy Networks for Exploration	2017-06-30	Code
21	IQN	74677	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
22	RIMs-PPO	70000	No	-	-	-
23	A3C FF (1 day) hs	64393	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
24	Prior noop	63302	No	Prioritized Experience Replay	2015-11-18	Code
25	Prior hs	61582	No	Prioritized Experience Replay	2015-11-18	Code
26	Advantage Learning	61353.59	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
27	DDQN (tuned) noop	60142	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
28	DDQN (tuned) hs	58365	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
29	Nature DQN	57997	No	-	-	Code
30	Bootstrapped DQN	55725	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
31	DQN noop	54282	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
32	DQN hs	52970	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
33	C51 noop	49095	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
34	POP3D	48984	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
35	A2C + SIL	31309.2	No	Self-Imitation Learning	2018-06-14	Code
36	Gorila	14919.2	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
37	DreamerV2	7800	No	Mastering Atari with Discrete World Models	2020-10-05	Code
38	CGP	2320	No	Evolving simple programs for playing Atari games	2018-06-14	Code
39	ES FF (1 hour) noop	1470	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
40	Full Tree	1345	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
41	Best Learner	1069.5	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
42	DDQN+Pop-Art noop	589	No	Learning values across many orders of magnitude	2016-02-24	-
43	SARSA	9.4	No	-	-	Code