Atari Games on Atari 2600 Fishing Derby

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	MuZero	91.16	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
2	Agent57	86.97	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
3	R2D2	85.8	No	-	-	Code
4	MuZero (Res2 Adam)	73.94	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
5	DreamerV2	65	No	Mastering Atari with Discrete World Models	2020-10-05	Code
6	GDI-H3	65	No	Generalized Data Distribution Iteration	2022-06-07	-
7	GDI-I3	59	No	Generalized Data Distribution Iteration	2022-06-07	-
8	GDI-I3	59	No	Generalized Data Distribution Iteration	2022-06-07	-
9	DNA	57.4	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
10	NoisyNet-Dueling	57	No	Noisy Networks for Exploration	2017-06-30	Code
11	A2C + SIL	55.8	No	Self-Imitation Learning	2018-06-14	Code
12	FQF	52.7	No	Fully Parameterized Quantile Function for Distri...	2019-11-05	Code
13	Duel noop	46.4	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
14	DDQN+Pop-Art noop	45.1	No	Learning values across many orders of magnitude	2016-02-24	-
15	IMPALA (deep)	44.85	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
16	Ape-X	44.4	No	Distributed Prioritized Experience Replay	2018-03-02	Code
17	Prior+Duel noop	41.3	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
18	Prior noop	39.5	No	Prioritized Experience Replay	2015-11-18	Code
19	QR-DQN-1	39	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
20	UCT	37.8	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
21	ASL DDQN	35.1	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
22	IQN	33.8	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
23	POP3D	28.99	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
24	Persistent AL	28.13	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
25	Bootstrapped DQN	26	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
26	A3C LSTM hs	22.6	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
27	Advantage Learning	21.32	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
28	A3C FF hs	18.8	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
29	Prior+Duel hs	17	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
30	DDQN (tuned) noop	15.5	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
31	A3C FF (1 day) hs	13.6	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
32	Prior hs	9.8	No	Prioritized Experience Replay	2015-11-18	Code
33	C51 noop	8.9	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
34	Gorila	4.6	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
35	DDQN (tuned) hs	3.2	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
36	Nature DQN	-0.8	No	-	-	Code
37	DQN hs	-1.6	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
38	Duel hs	-4.1	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
39	DQN noop	-4.9	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
40	IDVQ + DRSC + XNES	-10	No	Playing Atari with Six Neurons	2018-06-04	Code
41	ES FF (1 hour) noop	-49	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
42	CGP	-51	No	Evolving simple programs for playing Atari games	2018-06-14	Code
43	SARSA	-85.1	No	-	-	-
44	Best Learner	-89.5	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code