Atari Games on Atari 2600 Kangaroo

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	Agent57	24034.16	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
2	MuZero	16763.6	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
3	Prior noop	16200	No	Prioritized Experience Replay	2015-11-18	Code
4	IQN	15487	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
5	QR-DQN-1	15356	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
6	NoisyNet-Dueling	15227	No	Noisy Networks for Exploration	2017-06-30	Code
7	Bootstrapped DQN	14862.5	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
8	Duel noop	14854	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
9	GDI-H3	14636	No	Generalized Data Distribution Iteration	2022-06-07	-
10	GDI-I3	14500	No	Generalized Data Distribution Iteration	2022-06-07	-
11	GDI-I3	14500	No	Generalized Data Distribution Iteration	2022-06-07	-
12	DNA	14373	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
13	R2D2	14130.7	No	-	-	Code
14	DreamerV2	14064	No	Mastering Atari with Discrete World Models	2020-10-05	Code
15	MuZero (Res2 Adam)	13838	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
16	DDQN+Pop-Art noop	13150	No	Learning values across many orders of magnitude	2016-02-24	-
17	ASL DDQN	13027	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
18	DDQN (tuned) noop	12992	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
19	C51 noop	12853	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
20	Prior hs	12185	No	Prioritized Experience Replay	2015-11-18	Code
21	Persistent AL	11478.46	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
22	DDQN (tuned) hs	11204	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
23	ES FF (1 hour) noop	11200	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
24	Advantage Learning	10809.16	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
25	Duel hs	10334	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
26	DQN noop	7259	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
27	Nature DQN	6740	No	-	-	Code
28	Recurrent Rational DQN Average	5266	No	Adaptive Rational Activations to Boost Deep Rein...	2021-02-18	Code
29	DQN hs	4496	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
30	POP3D	3891.67	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
31	Rational DQN Average	2941	No	Adaptive Rational Activations to Boost Deep Rein...	2021-02-18	Code
32	A2C + SIL	2888.3	No	Self-Imitation Learning	2018-06-14	Code
33	UCT	1990	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
34	Prior+Duel noop	1792	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
35	IMPALA (deep)	1632	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
36	Best Learner	1622.1	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
37	Gorila	1431	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
38	Ape-X	1416	No	Distributed Prioritized Experience Replay	2018-03-02	Code
39	CGP	1400	No	Evolving simple programs for playing Atari games	2018-06-14	Code
40	IDVQ + DRSC + XNES	1200	No	Playing Atari with Six Neurons	2018-06-04	Code
41	Prior+Duel hs	861	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
42	CURL	345.3	No	CURL: Contrastive Unsupervised Representations f...	2020-04-08	Code
43	A3C LSTM hs	125	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
44	A3C FF (1 day) hs	106	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
45	A3C FF hs	94	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
46	SAC	29.3	No	Soft Actor-Critic for Discrete Action Settings	2019-10-16	Code
47	SARSA	8.8	No	-	-	-