Atari Games on Atari 2600 River Raid

Metric: Score (higher is better)

LeaderboardDataset

Loading chart...

Results

#	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