Video Games on Atari 2600 Wizard of Wor

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	MuZero	197126	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
2	Agent57	157306.41	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
3	R2D2	144362.7	No	-	-	Code
4	UCT	105500	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
5	MuZero (Res2 Adam)	100096.6	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
6	GDI-I3	64239	No	Generalized Data Distribution Iteration	2022-06-07	-
7	GDI-H3	63735	No	Generalized Data Distribution Iteration	2022-06-07	-
8	Ape-X	46204	No	Distributed Prioritized Experience Replay	2018-03-02	Code
9	FQF	44782.6	No	Fully Parameterized Quantile Function for Distri...	2019-11-05	Code
10	IQN	31190	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
11	QR-DQN-1	25061	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
12	ASL DDQN	21049	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
13	DNA	20851	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
14	A3C LSTM hs	18082	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
15	A3C FF hs	17244	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
16	DreamerV2	12851	No	Mastering Atari with Discrete World Models	2020-10-05	Code
17	Prior+Duel noop	12352	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
18	Prior+Duel hs	10471	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
19	Gorila	10431	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
20	Advantage Learning	9541.14	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
21	C51 noop	9300	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
22	IMPALA (deep)	9157.5	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
23	NoisyNet-Dueling	9149	No	Noisy Networks for Exploration	2017-06-30	Code
24	Duel noop	7855	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
25	DDQN (tuned) noop	7492	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
26	A2C + SIL	7088.3	No	Self-Imitation Learning	2018-06-14	Code
27	Duel hs	7054	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
28	Bootstrapped DQN	6804.7	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
29	DDQN (tuned) hs	6201	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
30	Prior hs	5727	No	Prioritized Experience Replay	2015-11-18	Code
31	A3C FF (1 day) hs	5278	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
32	Prior noop	4802	No	Prioritized Experience Replay	2015-11-18	Code
33	POP3D	4704	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
34	CGP	3820	No	Evolving simple programs for playing Atari games	2018-06-14	Code
35	ES FF (1 hour) noop	3480	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
36	Nature DQN	3393	No	-	-	Code
37	DQN noop	2704	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
38	Best Learner	1981.3	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
39	DQN hs	1609	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
40	DDQN+Pop-Art noop	483	No	Learning values across many orders of magnitude	2016-02-24	-
41	SARSA	36.9	No	-	-	-