Atari Games on Atari 2600 Seaquest

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	GDI-H3(200M frames)	1000000	No	Generalized Data Distribution Iteration	2022-06-07	-
2	GDI-H3	1000000	No	Generalized Data Distribution Iteration	2022-06-07	-
3	Agent57	999997.63	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
4	R2D2	999996.7	No	-	-	Code
5	MuZero	999976.52	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
6	MuZero (Res2 Adam)	999659.18	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
7	GDI-I3	943910	No	GDI: Rethinking What Makes Reinforcement Learnin...	2021-06-11	-
8	GDI-I3	943910	No	GDI: Rethinking What Makes Reinforcement Learnin...	2021-06-11	-
9	Ape-X	392952.3	No	Distributed Prioritized Experience Replay	2018-03-02	Code
10	C51 noop	266434	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
11	Duel noop	50254.2	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
12	Duel hs	37361.6	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
13	IQN	30140	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
14	ASL DDQN	29278.6	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
15	Prior noop	26357.8	No	Prioritized Experience Replay	2015-11-18	Code
16	Prior hs	25463.7	No	Prioritized Experience Replay	2015-11-18	Code
17	NoisyNet-Dueling	16754	No	Noisy Networks for Exploration	2017-06-30	Code
18	DDQN (tuned) noop	16452.7	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
19	DDQN (tuned) hs	14498	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
20	Persistent AL	13230.74	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
21	DDQN+Pop-Art noop	10932.3	No	Learning values across many orders of magnitude	2016-02-24	-
22	Gorila	10145.9	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
23	Bootstrapped DQN	9083.1	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
24	Advantage Learning	8670.5	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
25	QR-DQN-1	8268	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
26	DreamerV2	7480	No	Mastering Atari with Discrete World Models	2020-10-05	Code
27	Recurrent Rational DQN Average	7460	No	Adaptive Rational Activations to Boost Deep Rein...	2021-02-18	Code
28	DARQN soft	7263	No	Deep Attention Recurrent Q-Network	2015-12-05	Code
29	Rational DQN Average	6603	No	Adaptive Rational Activations to Boost Deep Rein...	2021-02-18	Code
30	DQN noop	5860.6	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
31	VPN	5628	No	Value Prediction Network	2017-07-11	Code
32	Nature DQN	5286	No	-	-	Code
33	UCT	5132.4	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
34	DQN hs	4216.7	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
35	DNA	4146	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
36	A2C + SIL	2456.5	No	Self-Imitation Learning	2018-06-14	Code
37	A3C FF hs	2355.4	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
38	A3C FF (1 day) hs	2300.2	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
39	DDRL A3C	1832	No	Distributed Deep Reinforcement Learning: Learn h...	2018-01-09	Code
40	POP3D	1807.47	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
41	IMPALA (deep)	1753.2	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
42	DQN Best	1740	No	Playing Atari with Deep Reinforcement Learning	2013-12-19	Code
43	MAC	1703.4	No	Mean Actor Critic	2017-09-01	Code
44	Prior+Duel hs	1431.2	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
45	ES FF (1 hour) noop	1390	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
46	A3C LSTM hs	1326.1	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
47	Prior+Duel noop	931.6	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
48	CGP	724	No	Evolving simple programs for playing Atari games	2018-06-14	Code
49	SARSA	675.5	No	-	-	-
50	Best Learner	664.8	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
51	Discrete Latent Space World Model (VQ-VAE)	635	No	Smaller World Models for Reinforcement Learning	2020-10-12	-
52	Rainbow+SEER	561.2	No	Improving Computational Efficiency in Visual Rei...	2021-03-04	Code
53	CURL	408	No	CURL: Contrastive Unsupervised Representations f...	2020-04-08	Code
54	IDVQ + DRSC + XNES	320	No	Playing Atari with Six Neurons	2018-06-04	Code
55	SAC	211.6	No	Soft Actor-Critic for Discrete Action Settings	2019-10-16	Code
56	DT	2.4	No	Decision Transformer: Reinforcement Learning via...	2021-06-02	Code