Video Games on Atari 2600 Up and Down

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	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