Video Games on Atari 2600 Fishing Derby

Metric: Score (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	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

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