Atari Games on Atari 2600 Boxing

Metric: Score (higher is better)

LeaderboardDataset

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Results

#	Model↕	Score▼	Extra Data	Paper	Date↕	Code
1	MuZero	100	No	Mastering Atari, Go, Chess and Shogi by Planning...	2019-11-19	Code
2	Ape-X	100	No	Distributed Prioritized Experience Replay	2018-03-02	Code
3	NoisyNet-Dueling	100	No	Noisy Networks for Exploration	2017-06-30	Code
4	UCT	100	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
5	Agent57	100	No	Agent57: Outperforming the Atari Human Benchmark	2020-03-30	Code
6	MuZero (Res2 Adam)	100	No	Online and Offline Reinforcement Learning by Pla...	2021-04-13	Code
7	GDI-H3	100	No	Generalized Data Distribution Iteration	2022-06-07	-
8	GDI-I3	100	No	Generalized Data Distribution Iteration	2022-06-07	-
9	GDI-H3	100	No	Generalized Data Distribution Iteration	2022-06-07	-
10	IMPALA (deep)	99.96	No	IMPALA: Scalable Distributed Deep-RL with Import...	2018-02-05	Code
11	QR-DQN-1	99.9	No	Distributional Reinforcement Learning with Quant...	2017-10-27	Code
12	DNA	99.9	No	DNA: Proximal Policy Optimization with a Dual Ne...	2022-06-20	Code
13	IQN	99.8	No	Implicit Quantile Networks for Distributional Re...	2018-06-14	Code
14	A2C + SIL	99.6	No	Self-Imitation Learning	2018-06-14	Code
15	ASL DDQN	99.6	No	Train a Real-world Local Path Planner in One Hou...	2023-05-07	Code
16	Duel noop	99.4	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
17	Reactor 500M	99.4	No	The Reactor: A fast and sample-efficient Actor-C...	2017-04-15	-
18	DDQN+Pop-Art noop	99.3	No	Learning values across many orders of magnitude	2016-02-24	-
19	Prior+Duel noop	98.9	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
20	R2D2	98.5	No	-	-	Code
21	DDRL A3C	98	No	Distributed Deep Reinforcement Learning: Learn h...	2018-01-09	Code
22	C51 noop	97.8	No	A Distributional Perspective on Reinforcement Le...	2017-07-21	Code
23	POP3D	97.23	No	Policy Optimization With Penalized Point Probabi...	2018-07-02	Code
24	Prior noop	95.6	No	Prioritized Experience Replay	2015-11-18	Code
25	Persistent AL	94.3	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
26	Advantage Learning	93.94	No	Increasing the Action Gap: New Operators for Rei...	2015-12-15	Code
27	Bootstrapped DQN	93.2	No	Deep Exploration via Bootstrapped DQN	2016-02-15	Code
28	DreamerV2	92	No	Mastering Atari with Discrete World Models	2020-10-05	Code
29	DDQN (tuned) noop	91.6	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
30	DQN noop	88	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
31	Prior+Duel hs	79.2	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
32	Duel hs	77.3	No	Dueling Network Architectures for Deep Reinforce...	2015-11-20	Code
33	Gorila	74.2	No	Massively Parallel Methods for Deep Reinforcemen...	2015-07-15	Code
34	DDQN (tuned) hs	73.5	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
35	Prior hs	72.3	No	Prioritized Experience Replay	2015-11-18	Code
36	Nature DQN	71.8	No	-	-	Code
37	DQN hs	70.3	No	Deep Reinforcement Learning with Double Q-learning	2015-09-22	Code
38	A3C FF hs	59.8	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
39	ES FF (1 hour) noop	49.8	No	Evolution Strategies as a Scalable Alternative t...	2017-03-10	Code
40	Best Learner	44	No	The Arcade Learning Environment: An Evaluation P...	2012-07-19	Code
41	CGP	38.4	No	Evolving simple programs for playing Atari games	2018-06-14	Code
42	A3C LSTM hs	37.3	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
43	A3C FF (1 day) hs	33.7	No	Asynchronous Methods for Deep Reinforcement Lear...	2016-02-04	Code
44	SARSA	9.8	No	-	-	-
45	CURL	4.8	No	CURL: Contrastive Unsupervised Representations f...	2020-04-08	Code