Atari Games on Atari 2600 Alien

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	MuZero	741812.63	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
2	Agent57	297638.17	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
3	GDI-H3(1B frames)	279700	No	-	-	-
4	R2D2	229496.9	No	-	-	Code
5	MuZero (Res2 Adam)	70192.35	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
6	GDI-H3	48735	No	Generalized Data Distribution Iteration	2022-06-07	-
7	GDI-I3	43384	No	Generalized Data Distribution Iteration	2022-06-07	-
8	Ape-X	40804.9	No	Distributed Prioritized Experience Replay	2018-03-02	Code
9	FQF	16754.6	No	Fully Parameterized Quantile Function for Distri...	2019-11-05	Code
10	IMPALA (deep)	15962.1	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
11	Reactor 500M	12689.1	No	The Reactor: A fast and sample-efficient Actor-C...	2017-04-15	-
12	UCT	7785	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
13	IQN	7022	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
14	ASL DDQN	6955.2	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
15	NoisyNet-Dueling	5778	No	Noisy Networks for Exploration	2017-06-30	Code
16	Persistent AL	5699.81	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
17	DNA	5021	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
18	Advantage Learning	4990.91	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
19	QR-DQN-1	4871	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
20	Duel noop	4461.4	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
21	Prior noop	4203.8	No	Prioritized Experience Replay	2015-11-18	Code
22	DreamerV2	3967	No	Mastering Atari with Discrete World Models	2020-10-05	Code
23	Prior+Duel noop	3941	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
24	DDQN (tuned) noop	3747.7	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
25	DDQN+Pop-Art noop	3213.5	No	Learning values across many orders of magnitude	2016-02-24	-
26	C51 noop	3166	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
27	Nature DQN	3069	No	-	-	Code
28	Bootstrapped DQN	2436.6	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
29	A2C + SIL	2242.2	No	Self-Imitation Learning	2018-06-14	Code
30	CGP	1978	No	Evolving simple programs for playing Atari games	2018-06-14	Code
31	DQN noop	1620	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
32	POP3D	1510.8	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
33	Duel hs	1486.5	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
34	VPN	1429	No	Value Prediction Network	2017-07-11	Code
35	Prior hs	1334.7	No	Prioritized Experience Replay	2015-11-18	Code
36	Rainbow+SEER	1172.6	No	Improving Computational Efficiency in Visual Rei...	2021-03-04	Code
37	CURL	1148.2	No	CURL: Contrastive Unsupervised Representations f...	2020-04-08	Code
38	DDQN (tuned) hs	1033.4	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
39	ES FF (1 hour) noop	994	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
40	A3C LSTM hs	945.3	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
41	Best Learner	939.2	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
42	Prior+Duel hs	823.7	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
43	Prior+Duel hs	823.7	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
44	Gorila	813.5	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
45	DQN hs	634	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
46	A3C FF hs	518.4	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
47	SAC	216.9	No	Soft Actor-Critic for Discrete Action Settings	2019-10-16	Code
48	A3C FF (1 day) hs	182.1	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
49	SARSA	103.2	No	-	-	-