Atari Games on Atari 2600 Demon Attack

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	GDI-H3	787985	No	Generalized Data Distribution Iteration	2022-06-07	-
2	GDI-I3	675530	No	Generalized Data Distribution Iteration	2022-06-07	-
3	GDI-I3	675530	No	Generalized Data Distribution Iteration	2022-06-07	-
4	RIMs-PPO	230324	No	-	-	-
5	MuZero	143964.26	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
6	MuZero (Res2 Adam)	143838.04	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
7	Agent57	143161.44	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
8	R2D2	140002.3	No	-	-	Code
9	Ape-X	133086.4	No	Distributed Prioritized Experience Replay	2018-03-02	Code
10	IMPALA (deep)	132826.98	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
11	C51 noop	130955	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
12	IQN	128580	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
13	QR-DQN-1	121551	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
14	ASL DDQN	119773.9	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
15	A3C LSTM hs	115201.9	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
16	Reactor 500M	115154	No	The Reactor: A fast and sample-efficient Actor-C...	2017-04-15	-
17	A3C FF hs	113308.4	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
18	DNA	97909	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
19	A3C FF (1 day) hs	84997.5	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
20	Bootstrapped DQN	82610	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
21	DreamerV2	82263	No	Mastering Atari with Discrete World Models	2020-10-05	Code
22	Prior+Duel hs	73371.3	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
23	Prior+Duel noop	72878.6	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
24	Prior noop	71846.4	No	Prioritized Experience Replay	2015-11-18	Code
25	Persistent AL	70908.17	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
26	DDQN (tuned) hs	69803.4	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
27	NoisyNet-Dueling	69311	No	Noisy Networks for Exploration	2017-06-30	Code
28	DDQN+Pop-Art noop	63644.9	No	Learning values across many orders of magnitude	2016-02-24	-
29	Prior hs	61277.5	No	Prioritized Experience Replay	2015-11-18	Code
30	POP3D	61147.33	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
31	Duel noop	60813.3	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
32	DDQN (tuned) noop	58044.2	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
33	Duel hs	56322.8	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
34	UCT	28158.8	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
35	Advantage Learning	27153.48	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
36	Gorila	14880.1	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
37	DQN hs	12550.7	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
38	DQN noop	12149.4	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
39	A2C + SIL	10140.5	No	Self-Imitation Learning	2018-06-14	Code
40	Nature DQN	9711	No	-	-	Code
41	CGP	2387	No	Evolving simple programs for playing Atari games	2018-06-14	Code
42	ES FF (1 hour) noop	1166.5	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
43	CURL	834	No	CURL: Contrastive Unsupervised Representations f...	2020-04-08	Code
44	Best Learner	520.5	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
45	IDVQ + DRSC + XNES	325	No	Playing Atari with Six Neurons	2018-06-04	Code
46	SARSA	0	No	-	-	-