Video Games on Atari 2600 Asterix

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	GDI-H3	999999	No	Generalized Data Distribution Iteration	2022-06-07	-
2	R2D2	999153.3	No	-	-	Code
3	MuZero	998425	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
4	Agent57	991384.42	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
5	MuZero (Res2 Adam)	862406.65	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
6	GDI-I3	759910	No	Generalized Data Distribution Iteration	2022-06-07	-
7	FQF	578388.5	No	Fully Parameterized Quantile Function for Distri...	2019-11-05	Code
8	ASL DDQN	567640	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
9	C51 noop	406211	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
10	Prior+Duel noop	375080	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
11	Prior+Duel hs	364200	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
12	Prior+Duel hs	364200	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
13	IQN	342016	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
14	DNA	323965	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
15	Ape-X	313305	No	Distributed Prioritized Experience Replay	2018-03-02	Code
16	IMPALA (deep)	300732	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
17	UCT	290700	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
18	QR-DQN-1	261025	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
19	Reactor 500M	205914	No	The Reactor: A fast and sample-efficient Actor-C...	2017-04-15	-
20	DreamerV2	72311	No	Mastering Atari with Discrete World Models	2020-10-05	Code
21	Prior noop	31527	No	Prioritized Experience Replay	2015-11-18	Code
22	NoisyNet-Dueling	28350	No	Noisy Networks for Exploration	2017-06-30	Code
23	Duel noop	28188	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
24	Prior hs	22484.5	No	Prioritized Experience Replay	2015-11-18	Code
25	A3C FF hs	22140.5	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
26	RIMs-PPO	21040	No	-	-	-
27	Bootstrapped DQN	19713.2	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
28	Persistent AL	19564.9	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
29	DDQN+Pop-Art noop	18919.5	No	Learning values across many orders of magnitude	2016-02-24	-
30	Rational DQN Average	18109	No	Adaptive Rational Activations to Boost Deep Rein...	2021-02-18	Code
31	A2C + SIL	17984.2	No	Self-Imitation Learning	2018-06-14	Code
32	DDQN (tuned) noop	17356.5	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
33	A3C LSTM hs	17244.5	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
34	DDQN (tuned) hs	16837	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
35	Duel hs	15840	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
36	Advantage Learning	12852.08	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
37	Recurrent Rational DQN Average	12621	No	Adaptive Rational Activations to Boost Deep Rein...	2021-02-18	Code
38	A3C FF (1 day) hs	6723	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
39	Nature DQN	6012	No	-	-	Code
40	DQN noop	4359	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
41	POP3D	4310.67	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
42	Gorila	3324.7	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
43	DQN hs	3170.5	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
44	CGP	1880	No	Evolving simple programs for playing Atari games	2018-06-14	Code
45	ES FF (1 hour) noop	1440	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
46	SARSA	1332	No	-	-	-
47	Best Learner	987.3	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
48	CURL	524.3	No	CURL: Contrastive Unsupervised Representations f...	2020-04-08	Code
49	SAC	272	No	Soft Actor-Critic for Discrete Action Settings	2019-10-16	Code