Video Games on Atari 2600 Up and Down

Metric: Score (higher is better)

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Results

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#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	GDI-I3	986440	No	Generalized Data Distribution Iteration	2022-06-07	-
2	GDI-I3	986440	No	Generalized Data Distribution Iteration	2022-06-07	-
3	GDI-H3	966590	No	Generalized Data Distribution Iteration	2022-06-07	-
4	MuZero	715545.61	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
5	DreamerV2	653662	No	Mastering Atari with Discrete World Models	2020-10-05	Code
6	MuZero (Res2 Adam)	634898.18	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
7	Agent57	623805.73	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
8	R2D2	589226.9	No	-	-	Code
9	Ape-X	401884.3	No	Distributed Prioritized Experience Replay	2018-03-02	Code
10	RIMs-PPO	390000	No	Recurrent Independent Mechanisms	2019-09-24	Code
11	IMPALA (deep)	332546.75	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
12	DNA	291934	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
13	POP3D	242701.51	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
14	A3C LSTM hs	105728.7	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
15	IQN	88148	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
16	A3C FF hs	74705.7	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
17	UCT	74473.6	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
18	QR-DQN-1	71260	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
19	ES FF (1 hour) noop	67974	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
20	NoisyNet-Dueling	61326	No	Noisy Networks for Exploration	2017-06-30	Code
21	A3C FF (1 day) hs	54525.4	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
22	A2C + SIL	53314.6	No	Self-Imitation Learning	2018-06-14	Code
23	Duel noop	44939.6	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
24	Prior+Duel noop	33879.1	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
25	Bootstrapped DQN	26231	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
26	ASL DDQN	25127.4	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
27	Duel hs	24759.2	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
28	DDQN (tuned) noop	22972.2	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
29	Prior+Duel hs	22681.3	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
30	DDQN+Pop-Art noop	22474.4	No	Learning values across many orders of magnitude	2016-02-24	-
31	DDQN (tuned) hs	19086.9	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
32	Prior noop	16154.1	No	Prioritized Experience Replay	2015-11-18	Code
33	C51 noop	15612	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
34	CGP	14524	No	Evolving simple programs for playing Atari games	2018-06-14	Code
35	Advantage Learning	13909.74	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
36	Prior hs	12157.4	No	Prioritized Experience Replay	2015-11-18	Code
37	DQN noop	9989.9	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
38	Gorila	8747.7	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
39	Nature DQN	8456	No	-	-	Code
40	DQN hs	8038.5	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
41	Best Learner	3532.7	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
42	CURL	2735.2	No	CURL: Contrastive Unsupervised Representations f...	2020-04-08	Code
43	SARSA	2449	No	-	-	-
44	SAC	250.7	No	Soft Actor-Critic for Discrete Action Settings	2019-10-16	Code

#1GDI-I3SOTA
986440
Score· 2022-06-07
Generalized Data Distribution Iteration
#2GDI-I3
986440
Score· 2022-06-07
Generalized Data Distribution Iteration
#3GDI-H3
966590
Score· 2022-06-07
Generalized Data Distribution Iteration
#4MuZeroSOTA
715545.61
Score· 2019-11-19
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model Code
#5DreamerV2
653662
Score· 2020-10-05
Mastering Atari with Discrete World Models Code
#6MuZero (Res2 Adam)
634898.18
Score· 2021-04-13
Online and Offline Reinforcement Learning by Planning with a Learned Model Code
#7Agent57
623805.73
Score· 2020-03-30
Agent57: Outperforming the Atari Human Benchmark Code
#8R2D2
589226.9
Score
No paperCode
#9Ape-XSOTA
401884.3
Score· 2018-03-02
Distributed Prioritized Experience Replay Code
#10RIMs-PPO
390000
Score· 2019-09-24
Recurrent Independent Mechanisms Code
#11IMPALA (deep)SOTA
332546.75
Score· 2018-02-05
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Code
#12DNA
291934
Score· 2022-06-20
DNA: Proximal Policy Optimization with a Dual Network Architecture Code
#13POP3D
242701.51
Score· 2018-07-02
Policy Optimization With Penalized Point Probability Distance: An Alternative To Proximal Policy Optimization Code
#14A3C LSTM hsSOTA
105728.7
Score· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning Code
#15IQN
88148
Score· 2018-06-14
Implicit Quantile Networks for Distributional Reinforcement Learning Code
#16A3C FF hs
74705.7
Score· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning Code
#17UCTSOTA
74473.6
Score· 2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents Code
#18QR-DQN-1
71260
Score· 2017-10-27
Distributional Reinforcement Learning with Quantile Regression Code
#19ES FF (1 hour) noop
67974
Score· 2017-03-10
Evolution Strategies as a Scalable Alternative to Reinforcement Learning Code
#20NoisyNet-Dueling
61326
Score· 2017-06-30
Noisy Networks for Exploration Code
#21A3C FF (1 day) hs
54525.4
Score· 2016-02-04
Asynchronous Methods for Deep Reinforcement Learning Code
#22A2C + SIL
53314.6
Score· 2018-06-14
Self-Imitation Learning Code
#23Duel noop
44939.6
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#24Prior+Duel noop
33879.1
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#25Bootstrapped DQN
26231
Score· 2016-02-15
Deep Exploration via Bootstrapped DQN Code
#26ASL DDQN
25127.4
Score· 2023-05-07
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity Code
#27Duel hs
24759.2
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#28DDQN (tuned) noop
22972.2
Score· 2015-11-20
Dueling Network Architectures for Deep Reinforcement Learning Code
#29Prior+Duel hs
22681.3
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#30DDQN+Pop-Art noop
22474.4
Score· 2016-02-24
Learning values across many orders of magnitude
#31DDQN (tuned) hs
19086.9
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#32Prior noop
16154.1
Score· 2015-11-18
Prioritized Experience Replay Code
#33C51 noop
15612
Score· 2017-07-21
A Distributional Perspective on Reinforcement Learning Code
#34CGP
14524
Score· 2018-06-14
Evolving simple programs for playing Atari games Code
#35Advantage Learning
13909.74
Score· 2015-12-15
Increasing the Action Gap: New Operators for Reinforcement Learning Code
#36Prior hs
12157.4
Score· 2015-11-18
Prioritized Experience Replay Code
#37DQN noop
9989.9
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#38Gorila
8747.7
Score· 2015-07-15
Massively Parallel Methods for Deep Reinforcement Learning Code
#39Nature DQN
8456
Score
No paperCode
#40DQN hs
8038.5
Score· 2015-09-22
Deep Reinforcement Learning with Double Q-learning Code
#41Best Learner
3532.7
Score· 2012-07-19
The Arcade Learning Environment: An Evaluation Platform for General Agents Code
#42CURL
2735.2
Score· 2020-04-08
CURL: Contrastive Unsupervised Representations for Reinforcement Learning Code
#43SARSA
2449
Score
No paper
#44SAC
250.7
Score· 2019-10-16
Soft Actor-Critic for Discrete Action Settings Code