Video Games on Atari 2600 River Raid

Metric: Score (higher is better)

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Results

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#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	MuZero	323417.18	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
2	MuZero (Res2 Adam)	171673.78	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
3	Ape-X	63864.4	No	Distributed Prioritized Experience Replay	2018-03-02	Code
4	Agent57	63318.67	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
5	R2D2	45632.1	No	-	-	Code
6	IMPALA (deep)	29608.05	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
7	GDI-H3	28349	No	Generalized Data Distribution Iteration	2022-06-07	-
8	GDI-I3	28075	No	Generalized Data Distribution Iteration	2022-06-07	-
9	ASL DDQN	24445	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
10	FQF	23560.7	No	Fully Parameterized Quantile Function for Distri...	2019-11-05	Code
11	Duel noop	21162.6	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
12	Prior+Duel noop	20607.6	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
13	IQN	17765	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
14	QR-DQN-1	17571	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
15	C51 noop	17322	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
16	DNA	16789	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
17	Duel hs	16569.4	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
18	Prior+Duel hs	16496.8	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
19	DreamerV2	16351	No	Mastering Atari with Discrete World Models	2020-10-05	Code
20	DDQN (tuned) noop	14884.5	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
21	Prior noop	14522.3	No	Prioritized Experience Replay	2015-11-18	Code
22	A2C + SIL	14306.1	No	Self-Imitation Learning	2018-06-14	Code
23	Bootstrapped DQN	12845	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
24	DDQN+Pop-Art noop	12530.8	No	Learning values across many orders of magnitude	2016-02-24	-
25	A3C FF hs	12201.8	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
26	Prior hs	11807.2	No	Prioritized Experience Replay	2015-11-18	Code
27	DDQN (tuned) hs	10838.4	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
28	Advantage Learning	10585.12	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
29	A3C FF (1 day) hs	10001.2	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
30	Nature DQN	8316	No	-	-	Code
31	POP3D	8052.23	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
32	DQN noop	7377.6	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
33	A3C LSTM hs	6591.9	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
34	Gorila	5310.3	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
35	ES FF (1 hour) noop	5009	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
36	DQN hs	4748.5	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
37	UCT	4449	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
38	MFEC	3868	No	Model-Free Episodic Control with State Aggregation	2020-08-21	-
39	CGP	2914	No	Evolving simple programs for playing Atari games	2018-06-14	Code
40	SARSA	2650	No	-	-	-
41	Best Learner	1904.3	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code

#1MuZeroSOTA
323417.18
Score· 2019-11-19
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model Code
#2MuZero (Res2 Adam)
171673.78
Score· 2021-04-13
Online and Offline Reinforcement Learning by Planning with a Learned Model Code
#3Ape-XSOTA
63864.4
Score· 2018-03-02
Distributed Prioritized Experience Replay Code
#4Agent57
63318.67
Score· 2020-03-30
Agent57: Outperforming the Atari Human Benchmark Code
#5R2D2
45632.1
Score
No paperCode
#6IMPALA (deep)SOTA
29608.05
Score· 2018-02-05
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Code
#7GDI-H3
28349
Score· 2022-06-07
Generalized Data Distribution Iteration
#8GDI-I3
28075
Score· 2022-06-07
Generalized Data Distribution Iteration
#9ASL DDQN
24445
Score· 2023-05-07
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity Code
#10FQF
23560.7
Score· 2019-11-05
Fully Parameterized Quantile Function for Distributional Reinforcement Learning Code
#11Duel noopSOTA
21162.6
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#12Prior+Duel noop
20607.6
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#13IQN
17765
Score· 2018-06-14
Implicit Quantile Networks for Distributional Reinforcement Learning Code
#14QR-DQN-1
17571
Score· 2017-10-27
Distributional Reinforcement Learning with Quantile Regression Code
#15C51 noop
17322
Score· 2017-07-21
A Distributional Perspective on Reinforcement Learning Code
#16DNA
16789
Score· 2022-06-20
DNA: Proximal Policy Optimization with a Dual Network Architecture Code
#17Duel hs
16569.4
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#18Prior+Duel hsSOTA
16496.8
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#19DreamerV2
16351
Score· 2020-10-05
Mastering Atari with Discrete World Models Code
#20DDQN (tuned) noop
14884.5
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#21Prior noop
14522.3
Score· 2015-11-18
Prioritized Experience Replay Code
#22A2C + SIL
14306.1
Score· 2018-06-14
Self-Imitation Learning Code
#23Bootstrapped DQN
12845
Score· 2016-02-15
Deep Exploration via Bootstrapped DQN Code
#24DDQN+Pop-Art noop
12530.8
Score· 2016-02-24
Learning values across many orders of magnitude
#25A3C FF hs
12201.8
Score· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning Code
#26Prior hs
11807.2
Score· 2015-11-18
Prioritized Experience Replay Code
#27DDQN (tuned) hs
10838.4
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#28Advantage Learning
10585.12
Score· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning Code
#29A3C FF (1 day) hs
10001.2
Score· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning Code
#30Nature DQN
8316
Score
No paperCode
#31POP3D
8052.23
Score· 2018-07-02
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization Code
#32DQN noop
7377.6
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#33A3C LSTM hs
6591.9
Score· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning Code
#34GorilaSOTA
5310.3
Score· 2015-07-15
Massively Parallel Methods for Deep Reinforcement Learning Code
#35ES FF (1 hour) noop
5009
Score· 2017-03-10
Evolution Strategies as a Scalable Alternative to Reinforcement Learning Code
#36DQN hs
4748.5
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#37UCTSOTA
4449
Score· 2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents Code
#38MFEC
3868
Score· 2020-08-21
Model-Free Episodic Control with State Aggregation
#39CGP
2914
Score· 2018-06-14
Evolving simple programs for playing Atari games Code
#40SARSA
2650
Score
No paper
#41Best Learner
1904.3
Score· 2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents Code