Task	Dataset	Model	Metric name	Metric value	Global rank
Atari Games	Atari 2600 Alien	DQN noop	Score	1620.0	# 10
Atari Games	Atari 2600 Alien	Prior+Duel hs	Score	823.7	# 17
Atari Games	Atari 2600 Alien	DDQN (tuned) hs	Score	1033.4	# 13
Atari Games	Atari 2600 Alien	DQN hs	Score	634.0	# 19
Atari Games	Atari 2600 Amidar	DDQN (tuned) hs	Score	169.1	# 19
Atari Games	Atari 2600 Amidar	Prior+Duel hs	Score	238.4	# 13
Atari Games	Atari 2600 Amidar	DQN hs	Score	178.4	# 16
Atari Games	Atari 2600 Amidar	DQN noop	Score	978.0	# 8
Atari Games	Atari 2600 Assault	DDQN (tuned) hs	Score	6060.8	# 10
Atari Games	Atari 2600 Assault	Prior+Duel hs	Score	10950.6	# 4
Atari Games	Atari 2600 Assault	DQN hs	Score	3489.3	# 17
Atari Games	Atari 2600 Assault	DQN noop	Score	4280.4	# 14
Atari Games	Atari 2600 Asterix	DQN hs	Score	3170.5	# 19
Atari Games	Atari 2600 Asterix	DQN noop	Score	4359.0	# 17
Atari Games	Atari 2600 Asterix	DDQN (tuned) hs	Score	16837.0	# 13
Atari Games	Atari 2600 Asterix	Prior+Duel hs	Score	364200.0	# 3
Atari Games	Atari 2600 Asteroids	DQN hs	Score	1458.7	# 13
Atari Games	Atari 2600 Asteroids	Prior+Duel hs	Score	1021.9	# 18
Atari Games	Atari 2600 Asteroids	DDQN (tuned) hs	Score	1193.2	# 15
Atari Games	Atari 2600 Asteroids	DQN noop	Score	1364.5	# 14
Atari Games	Atari 2600 Atlantis	DDQN (tuned) hs	Score	319688.0	# 16
Atari Games	Atari 2600 Atlantis	Prior+Duel hs	Score	423252.0	# 10
Atari Games	Atari 2600 Atlantis	DQN noop	Score	279987.0	# 18
Atari Games	Atari 2600 Atlantis	DQN hs	Score	292491.0	# 17
Atari Games	Atari 2600 Bank Heist	DQN noop	Score	455.0	# 16
Atari Games	Atari 2600 Bank Heist	DQN hs	Score	312.7	# 19
Atari Games	Atari 2600 Bank Heist	Prior+Duel hs	Score	1004.6	# 9
Atari Games	Atari 2600 Bank Heist	DDQN (tuned) hs	Score	886.0	# 14
Atari Games	Atari 2600 Battle Zone	DDQN (tuned) hs	Score	24740.0	# 13
Atari Games	Atari 2600 Battle Zone	DQN hs	Score	23750.0	# 14
Atari Games	Atari 2600 Battle Zone	Prior+Duel hs	Score	30650.0	# 8
Atari Games	Atari 2600 Battle Zone	DQN noop	Score	29900.0	# 9
Atari Games	Atari 2600 Beam Rider	DQN hs	Score	9743.2	# 15
Atari Games	Atari 2600 Beam Rider	DQN noop	Score	8627.5	# 16
Atari Games	Atari 2600 Beam Rider	Prior+Duel hs	Score	37412.2	# 2
Atari Games	Atari 2600 Beam Rider	DDQN (tuned) hs	Score	17417.2	# 9
Atari Games	Atari 2600 Berzerk	DQN hs	Score	493.4	# 17
Atari Games	Atari 2600 Berzerk	DDQN (tuned) hs	Score	1011.1	# 10
Atari Games	Atari 2600 Berzerk	Prior+Duel hs	Score	2178.6	# 2
Atari Games	Atari 2600 Berzerk	DQN noop	Score	585.6	# 16
Atari Games	Atari 2600 Bowling	DQN noop	Score	50.4	# 12
Atari Games	Atari 2600 Bowling	Prior+Duel hs	Score	50.4	# 12
Atari Games	Atari 2600 Bowling	DQN hs	Score	56.5	# 9
Atari Games	Atari 2600 Bowling	DDQN (tuned) hs	Score	69.6	# 4
Atari Games	Atari 2600 Boxing	Prior+Duel hs	Score	79.2	# 10
Atari Games	Atari 2600 Boxing	DDQN (tuned) hs	Score	73.5	# 13
Atari Games	Atari 2600 Boxing	DQN noop	Score	88.0	# 9
Atari Games	Atari 2600 Boxing	DQN hs	Score	70.3	# 16
Atari Games	Atari 2600 Breakout	DQN noop	Score	385.5	# 10
Atari Games	Atari 2600 Breakout	DQN hs	Score	354.5	# 15
Atari Games	Atari 2600 Breakout	DDQN (tuned) hs	Score	368.9	# 12
Atari Games	Atari 2600 Breakout	Prior+Duel hs	Score	354.6	# 14
Atari Games	Atari 2600 Centipede	Prior+Duel hs	Score	5570.2	# 10
Atari Games	Atari 2600 Centipede	DQN noop	Score	4657.7	# 13
Atari Games	Atari 2600 Centipede	DQN hs	Score	3973.9	# 17
Atari Games	Atari 2600 Centipede	DDQN (tuned) hs	Score	3853.5	# 18
Atari Games	Atari 2600 Chopper Command	Prior+Duel hs	Score	8058.0	# 7
Atari Games	Atari 2600 Chopper Command	DQN hs	Score	5017.0	# 12
Atari Games	Atari 2600 Chopper Command	DQN noop	Score	6126.0	# 10
Atari Games	Atari 2600 Chopper Command	DDQN (tuned) hs	Score	3495.0	# 18
Atari Games	Atari 2600 Crazy Climber	DQN hs	Score	98128.0	# 18
Atari Games	Atari 2600 Crazy Climber	DQN noop	Score	110763.0	# 16
Atari Games	Atari 2600 Crazy Climber	DDQN (tuned) hs	Score	113782.0	# 14
Atari Games	Atari 2600 Crazy Climber	Prior+Duel hs	Score	127853.0	# 8
Atari Games	Atari 2600 Demon Attack	DQN noop	Score	12149.4	# 18
Atari Games	Atari 2600 Demon Attack	DQN hs	Score	12550.7	# 17
Atari Games	Atari 2600 Demon Attack	DDQN (tuned) hs	Score	69803.4	# 10
Atari Games	Atari 2600 Demon Attack	Prior+Duel hs	Score	73371.3	# 7
Atari Games	Atari 2600 Double Dunk	DQN hs	Score	-6.0	# 12
Atari Games	Atari 2600 Double Dunk	Prior+Duel hs	Score	-10.7	# 14
Atari Games	Atari 2600 Double Dunk	DDQN (tuned) hs	Score	-0.3	# 9
Atari Games	Atari 2600 Double Dunk	DQN noop	Score	-6.6	# 13
Atari Games	Atari 2600 Enduro	DQN noop	Score	729.0	# 13
Atari Games	Atari 2600 Enduro	DDQN (tuned) hs	Score	1216.6	# 11
Atari Games	Atari 2600 Enduro	Prior+Duel hs	Score	2223.9	# 5
Atari Games	Atari 2600 Enduro	DQN hs	Score	626.7	# 15
Atari Games	Atari 2600 Fishing Derby	Prior+Duel hs	Score	17.0	# 9
Atari Games	Atari 2600 Fishing Derby	DDQN (tuned) hs	Score	3.2	# 15
Atari Games	Atari 2600 Fishing Derby	DQN hs	Score	-1.6	# 17
Atari Games	Atari 2600 Fishing Derby	DQN noop	Score	-4.9	# 19
Atari Games	Atari 2600 Freeway	Prior+Duel hs	Score	28.2	# 15
Atari Games	Atari 2600 Freeway	DDQN (tuned) hs	Score	28.8	# 14
Atari Games	Atari 2600 Freeway	DQN hs	Score	26.9	# 17
Atari Games	Atari 2600 Freeway	DQN noop	Score	30.8	# 9
Atari Games	Atari 2600 Frostbite	DQN noop	Score	797.4	# 16
Atari Games	Atari 2600 Frostbite	DDQN (tuned) hs	Score	1448.1	# 14
Atari Games	Atari 2600 Frostbite	Prior+Duel hs	Score	4038.4	# 6
Atari Games	Atari 2600 Frostbite	DQN hs	Score	496.1	# 18
Atari Games	Atari 2600 Gopher	DDQN (tuned) hs	Score	15253.0	# 12
Atari Games	Atari 2600 Gopher	Prior+Duel hs	Score	105148.4	# 2
Atari Games	Atari 2600 Gopher	DQN noop	Score	8777.4	# 15
Atari Games	Atari 2600 Gopher	DQN hs	Score	8190.4	# 18
Atari Games	Atari 2600 Gravitar	Prior+Duel hs	Score	167.0	# 24
Atari Games	Atari 2600 Gravitar	DDQN (tuned) hs	Score	200.5	# 23
Atari Games	Atari 2600 Gravitar	DQN hs	Score	298.0	# 17
Atari Games	Atari 2600 Gravitar	DQN noop	Score	473.0	# 9
Atari Games	Atari 2600 HERO	DQN hs	Score	14992.9	# 16
Atari Games	Atari 2600 HERO	DDQN (tuned) hs	Score	14892.5	# 17
Atari Games	Atari 2600 HERO	Prior+Duel hs	Score	15459.2	# 14
Atari Games	Atari 2600 HERO	DQN noop	Score	20437.8	# 11
Atari Games	Atari 2600 Ice Hockey	DDQN (tuned) hs	Score	-2.5	# 10
Atari Games	Atari 2600 Ice Hockey	DQN hs	Score	-1.6	# 7
Atari Games	Atari 2600 Ice Hockey	DQN noop	Score	-1.9	# 9
Atari Games	Atari 2600 Ice Hockey	Prior+Duel hs	Score	0.5	# 2
Atari Games	Atari 2600 James Bond	DQN hs	Score	697.5	# 11
Atari Games	Atari 2600 James Bond	DQN noop	Score	768.5	# 10
Atari Games	Atari 2600 James Bond	Prior+Duel hs	Score	585.0	# 13
Atari Games	Atari 2600 James Bond	DDQN (tuned) hs	Score	573.0	# 15
Atari Games	Atari 2600 Kangaroo	DQN hs	Score	4496.0	# 14
Atari Games	Atari 2600 Kangaroo	DQN noop	Score	7259.0	# 12
Atari Games	Atari 2600 Kangaroo	Prior+Duel hs	Score	861.0	# 18
Atari Games	Atari 2600 Kangaroo	DDQN (tuned) hs	Score	11204.0	# 9
Atari Games	Atari 2600 Krull	DQN noop	Score	8422.3	# 9
Atari Games	Atari 2600 Krull	DDQN (tuned) hs	Score	6796.1	# 15
Atari Games	Atari 2600 Krull	Prior+Duel hs	Score	7658.6	# 13
Atari Games	Atari 2600 Krull	DQN hs	Score	6206.0	# 17
Atari Games	Atari 2600 Kung-Fu Master	Prior+Duel hs	Score	37484.0	# 6
Atari Games	Atari 2600 Kung-Fu Master	DDQN (tuned) hs	Score	30207.0	# 11
Atari Games	Atari 2600 Kung-Fu Master	DQN hs	Score	20882.0	# 18
Atari Games	Atari 2600 Kung-Fu Master	DQN noop	Score	26059.0	# 15
Atari Games	Atari 2600 Montezuma's Revenge	DQN noop	Score	0.0	# 23
Atari Games	Atari 2600 Montezuma's Revenge	DQN hs	Score	47.0	# 17
Atari Games	Atari 2600 Montezuma's Revenge	Prior+Duel hs	Score	24.0	# 20
Atari Games	Atari 2600 Montezuma's Revenge	DDQN (tuned) hs	Score	42.0	# 18
Atari Games	Atari 2600 Ms. Pacman	DDQN (tuned) hs	Score	1241.3	# 15
Atari Games	Atari 2600 Ms. Pacman	DQN hs	Score	1092.3	# 17
Atari Games	Atari 2600 Ms. Pacman	DQN noop	Score	3085.6	# 7
Atari Games	Atari 2600 Ms. Pacman	Prior+Duel hs	Score	1007.8	# 18
Atari Games	Atari 2600 Name This Game	Prior+Duel hs	Score	13637.9	# 4
Atari Games	Atari 2600 Name This Game	DQN noop	Score	8207.8	# 16
Atari Games	Atari 2600 Name This Game	DQN hs	Score	6738.8	# 18
Atari Games	Atari 2600 Name This Game	DDQN (tuned) hs	Score	8960.3	# 15
Atari Games	Atari 2600 Pong	DQN noop	Score	19.5	# 4
Atari Games	Atari 2600 Pong	Prior+Duel hs	Score	18.4	# 8
Atari Games	Atari 2600 Pong	DDQN (tuned) hs	Score	19.1	# 5
Atari Games	Atari 2600 Pong	DQN hs	Score	18.0	# 9
Atari Games	Atari 2600 Private Eye	Prior+Duel hs	Score	1277.6	# 7
Atari Games	Atari 2600 Private Eye	DQN hs	Score	207.9	# 13
Atari Games	Atari 2600 Private Eye	DQN noop	Score	146.7	# 18
Atari Games	Atari 2600 Private Eye	DDQN (tuned) hs	Score	-575.5	# 24
Atari Games	Atari 2600 Q*Bert	DQN noop	Score	13117.3	# 14
Atari Games	Atari 2600 Q*Bert	DQN hs	Score	9271.5	# 18
Atari Games	Atari 2600 Q*Bert	Prior+Duel hs	Score	14063.0	# 12
Atari Games	Atari 2600 Q*Bert	DDQN (tuned) hs	Score	11020.8	# 15
Atari Games	Atari 2600 River Raid	Prior+Duel hs	Score	16496.8	# 6
Atari Games	Atari 2600 River Raid	DQN noop	Score	7377.6	# 16
Atari Games	Atari 2600 River Raid	DQN hs	Score	4748.5	# 20
Atari Games	Atari 2600 River Raid	DDQN (tuned) hs	Score	10838.4	# 13
Atari Games	Atari 2600 Road Runner	DQN noop	Score	39544.0	# 15
Atari Games	Atari 2600 Road Runner	DDQN (tuned) hs	Score	43156.0	# 13
Atari Games	Atari 2600 Road Runner	Prior+Duel hs	Score	54630.0	# 8
Atari Games	Atari 2600 Road Runner	DQN hs	Score	35215.0	# 16
Atari Games	Atari 2600 Robotank	Prior+Duel hs	Score	24.7	# 18
Atari Games	Atari 2600 Robotank	DDQN (tuned) hs	Score	59.1	# 10
Atari Games	Atari 2600 Robotank	DQN hs	Score	58.7	# 11
Atari Games	Atari 2600 Robotank	DQN noop	Score	63.9	# 5
Atari Games	Atari 2600 Seaquest	DDQN (tuned) hs	Score	14498.0	# 8
Atari Games	Atari 2600 Seaquest	Prior+Duel hs	Score	1431.2	# 18
Atari Games	Atari 2600 Seaquest	DQN noop	Score	5860.6	# 12
Atari Games	Atari 2600 Seaquest	DQN hs	Score	4216.7	# 14
Atari Games	Atari 2600 Space Invaders	DDQN (tuned) hs	Score	2628.7	# 12
Atari Games	Atari 2600 Space Invaders	Prior+Duel hs	Score	8978.0	# 5
Atari Games	Atari 2600 Space Invaders	DQN noop	Score	1692.3	# 17
Atari Games	Atari 2600 Space Invaders	DQN hs	Score	1293.8	# 18
Atari Games	Atari 2600 Star Gunner	DQN noop	Score	54282.0	# 15
Atari Games	Atari 2600 Star Gunner	DQN hs	Score	52970.0	# 16
Atari Games	Atari 2600 Star Gunner	Prior+Duel hs	Score	127073.0	# 3
Atari Games	Atari 2600 Star Gunner	DDQN (tuned) hs	Score	58365.0	# 12
Atari Games	Atari 2600 Tennis	DDQN (tuned) hs	Score	-7.8	# 16
Atari Games	Atari 2600 Tennis	DQN noop	Score	12.2	# 3
Atari Games	Atari 2600 Tennis	DQN hs	Score	11.1	# 5
Atari Games	Atari 2600 Tennis	Prior+Duel hs	Score	-13.2	# 18
Atari Games	Atari 2600 Time Pilot	DQN noop	Score	4870.0	# 18
Atari Games	Atari 2600 Time Pilot	DQN hs	Score	4786.0	# 19
Atari Games	Atari 2600 Time Pilot	DDQN (tuned) hs	Score	6608.0	# 11
Atari Games	Atari 2600 Time Pilot	Prior+Duel hs	Score	4871.0	# 17
Atari Games	Atari 2600 Tutankham	Prior+Duel hs	Score	108.6	# 15
Atari Games	Atari 2600 Tutankham	DDQN (tuned) hs	Score	92.2	# 17
Atari Games	Atari 2600 Tutankham	DQN hs	Score	45.6	# 21
Atari Games	Atari 2600 Tutankham	DQN noop	Score	68.1	# 18
Atari Games	Atari 2600 Up and Down	DDQN (tuned) hs	Score	19086.9	# 13
Atari Games	Atari 2600 Up and Down	Prior+Duel hs	Score	22681.3	# 11
Atari Games	Atari 2600 Up and Down	DQN noop	Score	9989.9	# 17
Atari Games	Atari 2600 Up and Down	DQN hs	Score	8038.5	# 20
Atari Games	Atari 2600 Venture	DQN noop	Score	163.0	# 13
Atari Games	Atari 2600 Venture	DQN hs	Score	136.0	# 14
Atari Games	Atari 2600 Venture	Prior+Duel hs	Score	29.0	# 21
Atari Games	Atari 2600 Venture	DDQN (tuned) hs	Score	21.0	# 24
Atari Games	Atari 2600 Video Pinball	Prior+Duel hs	Score	447408.6	# 6
Atari Games	Atari 2600 Video Pinball	DDQN (tuned) hs	Score	367823.7	# 7
Atari Games	Atari 2600 Video Pinball	DQN hs	Score	154414.1	# 14
Atari Games	Atari 2600 Video Pinball	DQN noop	Score	196760.4	# 12
Atari Games	Atari 2600 Wizard of Wor	DQN noop	Score	2704.0	# 18
Atari Games	Atari 2600 Wizard of Wor	DQN hs	Score	1609.0	# 20
Atari Games	Atari 2600 Wizard of Wor	Prior+Duel hs	Score	10471.0	# 5
Atari Games	Atari 2600 Wizard of Wor	DDQN (tuned) hs	Score	6201.0	# 12
Atari Games	Atari 2600 Zaxxon	DDQN (tuned) hs	Score	8593.0	# 14
Atari Games	Atari 2600 Zaxxon	Prior+Duel hs	Score	11320.0	# 8
Atari Games	Atari 2600 Zaxxon	DQN noop	Score	5363.0	# 17
Atari Games	Atari 2600 Zaxxon	DQN hs	Score	4412.0	# 19

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-beam-rider)](https://paperswithcode.com/sota/atari-games-on-atari-2600-beam-rider?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-berzerk)](https://paperswithcode.com/sota/atari-games-on-atari-2600-berzerk?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-gopher)](https://paperswithcode.com/sota/atari-games-on-atari-2600-gopher?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-ice-hockey)](https://paperswithcode.com/sota/atari-games-on-atari-2600-ice-hockey?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-asterix)](https://paperswithcode.com/sota/atari-games-on-atari-2600-asterix?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-star-gunner)](https://paperswithcode.com/sota/atari-games-on-atari-2600-star-gunner?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-tennis)](https://paperswithcode.com/sota/atari-games-on-atari-2600-tennis?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-assault)](https://paperswithcode.com/sota/atari-games-on-atari-2600-assault?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-bowling)](https://paperswithcode.com/sota/atari-games-on-atari-2600-bowling?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-name-this-game)](https://paperswithcode.com/sota/atari-games-on-atari-2600-name-this-game?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-pong)](https://paperswithcode.com/sota/atari-games-on-atari-2600-pong?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-enduro)](https://paperswithcode.com/sota/atari-games-on-atari-2600-enduro?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-robotank)](https://paperswithcode.com/sota/atari-games-on-atari-2600-robotank?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-space-invaders)](https://paperswithcode.com/sota/atari-games-on-atari-2600-space-invaders?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-wizard-of-wor)](https://paperswithcode.com/sota/atari-games-on-atari-2600-wizard-of-wor?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-frostbite)](https://paperswithcode.com/sota/atari-games-on-atari-2600-frostbite?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-kung-fu-master)](https://paperswithcode.com/sota/atari-games-on-atari-2600-kung-fu-master?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-river-raid)](https://paperswithcode.com/sota/atari-games-on-atari-2600-river-raid?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-video-pinball)](https://paperswithcode.com/sota/atari-games-on-atari-2600-video-pinball?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-chopper-command)](https://paperswithcode.com/sota/atari-games-on-atari-2600-chopper-command?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-demon-attack)](https://paperswithcode.com/sota/atari-games-on-atari-2600-demon-attack?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-ms-pacman)](https://paperswithcode.com/sota/atari-games-on-atari-2600-ms-pacman?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-private-eye)](https://paperswithcode.com/sota/atari-games-on-atari-2600-private-eye?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-amidar)](https://paperswithcode.com/sota/atari-games-on-atari-2600-amidar?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-battle-zone)](https://paperswithcode.com/sota/atari-games-on-atari-2600-battle-zone?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-crazy-climber)](https://paperswithcode.com/sota/atari-games-on-atari-2600-crazy-climber?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-road-runner)](https://paperswithcode.com/sota/atari-games-on-atari-2600-road-runner?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-seaquest)](https://paperswithcode.com/sota/atari-games-on-atari-2600-seaquest?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-zaxxon)](https://paperswithcode.com/sota/atari-games-on-atari-2600-zaxxon?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-bank-heist)](https://paperswithcode.com/sota/atari-games-on-atari-2600-bank-heist?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-boxing)](https://paperswithcode.com/sota/atari-games-on-atari-2600-boxing?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-double-dunk)](https://paperswithcode.com/sota/atari-games-on-atari-2600-double-dunk?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-fishing-derby)](https://paperswithcode.com/sota/atari-games-on-atari-2600-fishing-derby?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-freeway)](https://paperswithcode.com/sota/atari-games-on-atari-2600-freeway?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-gravitar)](https://paperswithcode.com/sota/atari-games-on-atari-2600-gravitar?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-kangaroo)](https://paperswithcode.com/sota/atari-games-on-atari-2600-kangaroo?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-krull)](https://paperswithcode.com/sota/atari-games-on-atari-2600-krull?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-alien)](https://paperswithcode.com/sota/atari-games-on-atari-2600-alien?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-atlantis)](https://paperswithcode.com/sota/atari-games-on-atari-2600-atlantis?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-breakout)](https://paperswithcode.com/sota/atari-games-on-atari-2600-breakout?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-centipede)](https://paperswithcode.com/sota/atari-games-on-atari-2600-centipede?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-james-bond)](https://paperswithcode.com/sota/atari-games-on-atari-2600-james-bond?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-hero)](https://paperswithcode.com/sota/atari-games-on-atari-2600-hero?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-time-pilot)](https://paperswithcode.com/sota/atari-games-on-atari-2600-time-pilot?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-up-and-down)](https://paperswithcode.com/sota/atari-games-on-atari-2600-up-and-down?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-qbert)](https://paperswithcode.com/sota/atari-games-on-atari-2600-qbert?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-asteroids)](https://paperswithcode.com/sota/atari-games-on-atari-2600-asteroids?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-venture)](https://paperswithcode.com/sota/atari-games-on-atari-2600-venture?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-tutankham)](https://paperswithcode.com/sota/atari-games-on-atari-2600-tutankham?p=deep-reinforcement-learning-with-double-q)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deep-reinforcement-learning-with-double-q/atari-games-on-atari-2600-montezumas-revenge)](https://paperswithcode.com/sota/atari-games-on-atari-2600-montezumas-revenge?p=deep-reinforcement-learning-with-double-q)`

Deep Reinforcement Learning with Double Q-learning

22 Sep 2015 • Hado van Hasselt • Arthur Guez • David Silver

The popular Q-learning algorithm is known to overestimate action values under certain conditions. It was not previously known whether, in practice, such overestimations are common, whether they harm performance, and whether they can generally be prevented... (read more)

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tensorpack/tensorpack

4,799

facebookresearch/Horizon

2,117

chainer/chainerrl

735

pathway/alphaxos

utarumo/RL_implementation

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Q-LEARNING

Evaluation results from the paper

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#2 best model for Atari Games on Atari 2600 Beam Rider

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Task	Dataset	Model	Metric name	Metric value	Global rank	Compare
Atari Games	Atari 2600 Alien	DQN noop	Score	1620.0	# 10	See all
Atari Games	Atari 2600 Alien	Prior+Duel hs	Score	823.7	# 17	See all
Atari Games	Atari 2600 Alien	DDQN (tuned) hs	Score	1033.4	# 13	See all
Atari Games	Atari 2600 Alien	DQN hs	Score	634.0	# 19	See all
Atari Games	Atari 2600 Amidar	DDQN (tuned) hs	Score	169.1	# 19	See all
Atari Games	Atari 2600 Amidar	Prior+Duel hs	Score	238.4	# 13	See all
Atari Games	Atari 2600 Amidar	DQN hs	Score	178.4	# 16	See all
Atari Games	Atari 2600 Amidar	DQN noop	Score	978.0	# 8	See all
Atari Games	Atari 2600 Assault	DDQN (tuned) hs	Score	6060.8	# 10	See all
Atari Games	Atari 2600 Assault	Prior+Duel hs	Score	10950.6	# 4	See all
Atari Games	Atari 2600 Assault	DQN hs	Score	3489.3	# 17	See all
Atari Games	Atari 2600 Assault	DQN noop	Score	4280.4	# 14	See all
Atari Games	Atari 2600 Asterix	DQN hs	Score	3170.5	# 19	See all
Atari Games	Atari 2600 Asterix	DQN noop	Score	4359.0	# 17	See all
Atari Games	Atari 2600 Asterix	DDQN (tuned) hs	Score	16837.0	# 13	See all
Atari Games	Atari 2600 Asterix	Prior+Duel hs	Score	364200.0	# 3	See all
Atari Games	Atari 2600 Asteroids	DQN hs	Score	1458.7	# 13	See all
Atari Games	Atari 2600 Asteroids	Prior+Duel hs	Score	1021.9	# 18	See all
Atari Games	Atari 2600 Asteroids	DDQN (tuned) hs	Score	1193.2	# 15	See all
Atari Games	Atari 2600 Asteroids	DQN noop	Score	1364.5	# 14	See all
Atari Games	Atari 2600 Atlantis	DDQN (tuned) hs	Score	319688.0	# 16	See all
Atari Games	Atari 2600 Atlantis	Prior+Duel hs	Score	423252.0	# 10	See all
Atari Games	Atari 2600 Atlantis	DQN noop	Score	279987.0	# 18	See all
Atari Games	Atari 2600 Atlantis	DQN hs	Score	292491.0	# 17	See all
Atari Games	Atari 2600 Bank Heist	DQN noop	Score	455.0	# 16	See all
Atari Games	Atari 2600 Bank Heist	DQN hs	Score	312.7	# 19	See all
Atari Games	Atari 2600 Bank Heist	Prior+Duel hs	Score	1004.6	# 9	See all
Atari Games	Atari 2600 Bank Heist	DDQN (tuned) hs	Score	886.0	# 14	See all
Atari Games	Atari 2600 Battle Zone	DDQN (tuned) hs	Score	24740.0	# 13	See all
Atari Games	Atari 2600 Battle Zone	DQN hs	Score	23750.0	# 14	See all
Atari Games	Atari 2600 Battle Zone	Prior+Duel hs	Score	30650.0	# 8	See all
Atari Games	Atari 2600 Battle Zone	DQN noop	Score	29900.0	# 9	See all
Atari Games	Atari 2600 Beam Rider	DQN hs	Score	9743.2	# 15	See all
Atari Games	Atari 2600 Beam Rider	DQN noop	Score	8627.5	# 16	See all
Atari Games	Atari 2600 Beam Rider	Prior+Duel hs	Score	37412.2	# 2	See all
Atari Games	Atari 2600 Beam Rider	DDQN (tuned) hs	Score	17417.2	# 9	See all
Atari Games	Atari 2600 Berzerk	DQN hs	Score	493.4	# 17	See all
Atari Games	Atari 2600 Berzerk	DDQN (tuned) hs	Score	1011.1	# 10	See all
Atari Games	Atari 2600 Berzerk	Prior+Duel hs	Score	2178.6	# 2	See all
Atari Games	Atari 2600 Berzerk	DQN noop	Score	585.6	# 16	See all
Atari Games	Atari 2600 Bowling	DQN noop	Score	50.4	# 12	See all
Atari Games	Atari 2600 Bowling	Prior+Duel hs	Score	50.4	# 12	See all
Atari Games	Atari 2600 Bowling	DQN hs	Score	56.5	# 9	See all
Atari Games	Atari 2600 Bowling	DDQN (tuned) hs	Score	69.6	# 4	See all
Atari Games	Atari 2600 Boxing	Prior+Duel hs	Score	79.2	# 10	See all
Atari Games	Atari 2600 Boxing	DDQN (tuned) hs	Score	73.5	# 13	See all
Atari Games	Atari 2600 Boxing	DQN noop	Score	88.0	# 9	See all
Atari Games	Atari 2600 Boxing	DQN hs	Score	70.3	# 16	See all
Atari Games	Atari 2600 Breakout	DQN noop	Score	385.5	# 10	See all
Atari Games	Atari 2600 Breakout	DQN hs	Score	354.5	# 15	See all
Atari Games	Atari 2600 Breakout	DDQN (tuned) hs	Score	368.9	# 12	See all
Atari Games	Atari 2600 Breakout	Prior+Duel hs	Score	354.6	# 14	See all
Atari Games	Atari 2600 Centipede	Prior+Duel hs	Score	5570.2	# 10	See all
Atari Games	Atari 2600 Centipede	DQN noop	Score	4657.7	# 13	See all
Atari Games	Atari 2600 Centipede	DQN hs	Score	3973.9	# 17	See all
Atari Games	Atari 2600 Centipede	DDQN (tuned) hs	Score	3853.5	# 18	See all
Atari Games	Atari 2600 Chopper Command	Prior+Duel hs	Score	8058.0	# 7	See all
Atari Games	Atari 2600 Chopper Command	DQN hs	Score	5017.0	# 12	See all
Atari Games	Atari 2600 Chopper Command	DQN noop	Score	6126.0	# 10	See all
Atari Games	Atari 2600 Chopper Command	DDQN (tuned) hs	Score	3495.0	# 18	See all
Atari Games	Atari 2600 Crazy Climber	DQN hs	Score	98128.0	# 18	See all
Atari Games	Atari 2600 Crazy Climber	DQN noop	Score	110763.0	# 16	See all
Atari Games	Atari 2600 Crazy Climber	DDQN (tuned) hs	Score	113782.0	# 14	See all
Atari Games	Atari 2600 Crazy Climber	Prior+Duel hs	Score	127853.0	# 8	See all
Atari Games	Atari 2600 Demon Attack	DQN noop	Score	12149.4	# 18	See all
Atari Games	Atari 2600 Demon Attack	DQN hs	Score	12550.7	# 17	See all
Atari Games	Atari 2600 Demon Attack	DDQN (tuned) hs	Score	69803.4	# 10	See all
Atari Games	Atari 2600 Demon Attack	Prior+Duel hs	Score	73371.3	# 7	See all
Atari Games	Atari 2600 Double Dunk	DQN hs	Score	-6.0	# 12	See all
Atari Games	Atari 2600 Double Dunk	Prior+Duel hs	Score	-10.7	# 14	See all
Atari Games	Atari 2600 Double Dunk	DDQN (tuned) hs	Score	-0.3	# 9	See all
Atari Games	Atari 2600 Double Dunk	DQN noop	Score	-6.6	# 13	See all
Atari Games	Atari 2600 Enduro	DQN noop	Score	729.0	# 13	See all
Atari Games	Atari 2600 Enduro	DDQN (tuned) hs	Score	1216.6	# 11	See all
Atari Games	Atari 2600 Enduro	Prior+Duel hs	Score	2223.9	# 5	See all
Atari Games	Atari 2600 Enduro	DQN hs	Score	626.7	# 15	See all
Atari Games	Atari 2600 Fishing Derby	Prior+Duel hs	Score	17.0	# 9	See all
Atari Games	Atari 2600 Fishing Derby	DDQN (tuned) hs	Score	3.2	# 15	See all
Atari Games	Atari 2600 Fishing Derby	DQN hs	Score	-1.6	# 17	See all
Atari Games	Atari 2600 Fishing Derby	DQN noop	Score	-4.9	# 19	See all
Atari Games	Atari 2600 Freeway	Prior+Duel hs	Score	28.2	# 15	See all
Atari Games	Atari 2600 Freeway	DDQN (tuned) hs	Score	28.8	# 14	See all
Atari Games	Atari 2600 Freeway	DQN hs	Score	26.9	# 17	See all
Atari Games	Atari 2600 Freeway	DQN noop	Score	30.8	# 9	See all
Atari Games	Atari 2600 Frostbite	DQN noop	Score	797.4	# 16	See all
Atari Games	Atari 2600 Frostbite	DDQN (tuned) hs	Score	1448.1	# 14	See all
Atari Games	Atari 2600 Frostbite	Prior+Duel hs	Score	4038.4	# 6	See all
Atari Games	Atari 2600 Frostbite	DQN hs	Score	496.1	# 18	See all
Atari Games	Atari 2600 Gopher	DDQN (tuned) hs	Score	15253.0	# 12	See all
Atari Games	Atari 2600 Gopher	Prior+Duel hs	Score	105148.4	# 2	See all
Atari Games	Atari 2600 Gopher	DQN noop	Score	8777.4	# 15	See all
Atari Games	Atari 2600 Gopher	DQN hs	Score	8190.4	# 18	See all
Atari Games	Atari 2600 Gravitar	Prior+Duel hs	Score	167.0	# 24	See all
Atari Games	Atari 2600 Gravitar	DDQN (tuned) hs	Score	200.5	# 23	See all
Atari Games	Atari 2600 Gravitar	DQN hs	Score	298.0	# 17	See all
Atari Games	Atari 2600 Gravitar	DQN noop	Score	473.0	# 9	See all
Atari Games	Atari 2600 HERO	DQN hs	Score	14992.9	# 16	See all
Atari Games	Atari 2600 HERO	DDQN (tuned) hs	Score	14892.5	# 17	See all
Atari Games	Atari 2600 HERO	Prior+Duel hs	Score	15459.2	# 14	See all
Atari Games	Atari 2600 HERO	DQN noop	Score	20437.8	# 11	See all
Atari Games	Atari 2600 Ice Hockey	DDQN (tuned) hs	Score	-2.5	# 10	See all
Atari Games	Atari 2600 Ice Hockey	DQN hs	Score	-1.6	# 7	See all
Atari Games	Atari 2600 Ice Hockey	DQN noop	Score	-1.9	# 9	See all
Atari Games	Atari 2600 Ice Hockey	Prior+Duel hs	Score	0.5	# 2	See all
Atari Games	Atari 2600 James Bond	DQN hs	Score	697.5	# 11	See all
Atari Games	Atari 2600 James Bond	DQN noop	Score	768.5	# 10	See all
Atari Games	Atari 2600 James Bond	Prior+Duel hs	Score	585.0	# 13	See all
Atari Games	Atari 2600 James Bond	DDQN (tuned) hs	Score	573.0	# 15	See all
Atari Games	Atari 2600 Kangaroo	DQN hs	Score	4496.0	# 14	See all
Atari Games	Atari 2600 Kangaroo	DQN noop	Score	7259.0	# 12	See all
Atari Games	Atari 2600 Kangaroo	Prior+Duel hs	Score	861.0	# 18	See all
Atari Games	Atari 2600 Kangaroo	DDQN (tuned) hs	Score	11204.0	# 9	See all
Atari Games	Atari 2600 Krull	DQN noop	Score	8422.3	# 9	See all
Atari Games	Atari 2600 Krull	DDQN (tuned) hs	Score	6796.1	# 15	See all
Atari Games	Atari 2600 Krull	Prior+Duel hs	Score	7658.6	# 13	See all
Atari Games	Atari 2600 Krull	DQN hs	Score	6206.0	# 17	See all
Atari Games	Atari 2600 Kung-Fu Master	Prior+Duel hs	Score	37484.0	# 6	See all
Atari Games	Atari 2600 Kung-Fu Master	DDQN (tuned) hs	Score	30207.0	# 11	See all
Atari Games	Atari 2600 Kung-Fu Master	DQN hs	Score	20882.0	# 18	See all
Atari Games	Atari 2600 Kung-Fu Master	DQN noop	Score	26059.0	# 15	See all
Atari Games	Atari 2600 Montezuma's Revenge	DQN noop	Score	0.0	# 23	See all
Atari Games	Atari 2600 Montezuma's Revenge	DQN hs	Score	47.0	# 17	See all
Atari Games	Atari 2600 Montezuma's Revenge	Prior+Duel hs	Score	24.0	# 20	See all
Atari Games	Atari 2600 Montezuma's Revenge	DDQN (tuned) hs	Score	42.0	# 18	See all
Atari Games	Atari 2600 Ms. Pacman	DDQN (tuned) hs	Score	1241.3	# 15	See all
Atari Games	Atari 2600 Ms. Pacman	DQN hs	Score	1092.3	# 17	See all
Atari Games	Atari 2600 Ms. Pacman	DQN noop	Score	3085.6	# 7	See all
Atari Games	Atari 2600 Ms. Pacman	Prior+Duel hs	Score	1007.8	# 18	See all
Atari Games	Atari 2600 Name This Game	Prior+Duel hs	Score	13637.9	# 4	See all
Atari Games	Atari 2600 Name This Game	DQN noop	Score	8207.8	# 16	See all
Atari Games	Atari 2600 Name This Game	DQN hs	Score	6738.8	# 18	See all
Atari Games	Atari 2600 Name This Game	DDQN (tuned) hs	Score	8960.3	# 15	See all
Atari Games	Atari 2600 Pong	DQN noop	Score	19.5	# 4	See all
Atari Games	Atari 2600 Pong	Prior+Duel hs	Score	18.4	# 8	See all
Atari Games	Atari 2600 Pong	DDQN (tuned) hs	Score	19.1	# 5	See all
Atari Games	Atari 2600 Pong	DQN hs	Score	18.0	# 9	See all
Atari Games	Atari 2600 Private Eye	Prior+Duel hs	Score	1277.6	# 7	See all
Atari Games	Atari 2600 Private Eye	DQN hs	Score	207.9	# 13	See all
Atari Games	Atari 2600 Private Eye	DQN noop	Score	146.7	# 18	See all
Atari Games	Atari 2600 Private Eye	DDQN (tuned) hs	Score	-575.5	# 24	See all
Atari Games	Atari 2600 Q*Bert	DQN noop	Score	13117.3	# 14	See all
Atari Games	Atari 2600 Q*Bert	DQN hs	Score	9271.5	# 18	See all
Atari Games	Atari 2600 Q*Bert	Prior+Duel hs	Score	14063.0	# 12	See all
Atari Games	Atari 2600 Q*Bert	DDQN (tuned) hs	Score	11020.8	# 15	See all
Atari Games	Atari 2600 River Raid	Prior+Duel hs	Score	16496.8	# 6	See all
Atari Games	Atari 2600 River Raid	DQN noop	Score	7377.6	# 16	See all
Atari Games	Atari 2600 River Raid	DQN hs	Score	4748.5	# 20	See all
Atari Games	Atari 2600 River Raid	DDQN (tuned) hs	Score	10838.4	# 13	See all
Atari Games	Atari 2600 Road Runner	DQN noop	Score	39544.0	# 15	See all
Atari Games	Atari 2600 Road Runner	DDQN (tuned) hs	Score	43156.0	# 13	See all
Atari Games	Atari 2600 Road Runner	Prior+Duel hs	Score	54630.0	# 8	See all
Atari Games	Atari 2600 Road Runner	DQN hs	Score	35215.0	# 16	See all
Atari Games	Atari 2600 Robotank	Prior+Duel hs	Score	24.7	# 18	See all
Atari Games	Atari 2600 Robotank	DDQN (tuned) hs	Score	59.1	# 10	See all
Atari Games	Atari 2600 Robotank	DQN hs	Score	58.7	# 11	See all
Atari Games	Atari 2600 Robotank	DQN noop	Score	63.9	# 5	See all
Atari Games	Atari 2600 Seaquest	DDQN (tuned) hs	Score	14498.0	# 8	See all
Atari Games	Atari 2600 Seaquest	Prior+Duel hs	Score	1431.2	# 18	See all
Atari Games	Atari 2600 Seaquest	DQN noop	Score	5860.6	# 12	See all
Atari Games	Atari 2600 Seaquest	DQN hs	Score	4216.7	# 14	See all
Atari Games	Atari 2600 Space Invaders	DDQN (tuned) hs	Score	2628.7	# 12	See all
Atari Games	Atari 2600 Space Invaders	Prior+Duel hs	Score	8978.0	# 5	See all
Atari Games	Atari 2600 Space Invaders	DQN noop	Score	1692.3	# 17	See all
Atari Games	Atari 2600 Space Invaders	DQN hs	Score	1293.8	# 18	See all
Atari Games	Atari 2600 Star Gunner	DQN noop	Score	54282.0	# 15	See all
Atari Games	Atari 2600 Star Gunner	DQN hs	Score	52970.0	# 16	See all
Atari Games	Atari 2600 Star Gunner	Prior+Duel hs	Score	127073.0	# 3	See all
Atari Games	Atari 2600 Star Gunner	DDQN (tuned) hs	Score	58365.0	# 12	See all
Atari Games	Atari 2600 Tennis	DDQN (tuned) hs	Score	-7.8	# 16	See all
Atari Games	Atari 2600 Tennis	DQN noop	Score	12.2	# 3	See all
Atari Games	Atari 2600 Tennis	DQN hs	Score	11.1	# 5	See all
Atari Games	Atari 2600 Tennis	Prior+Duel hs	Score	-13.2	# 18	See all
Atari Games	Atari 2600 Time Pilot	DQN noop	Score	4870.0	# 18	See all
Atari Games	Atari 2600 Time Pilot	DQN hs	Score	4786.0	# 19	See all
Atari Games	Atari 2600 Time Pilot	DDQN (tuned) hs	Score	6608.0	# 11	See all
Atari Games	Atari 2600 Time Pilot	Prior+Duel hs	Score	4871.0	# 17	See all
Atari Games	Atari 2600 Tutankham	Prior+Duel hs	Score	108.6	# 15	See all
Atari Games	Atari 2600 Tutankham	DDQN (tuned) hs	Score	92.2	# 17	See all
Atari Games	Atari 2600 Tutankham	DQN hs	Score	45.6	# 21	See all
Atari Games	Atari 2600 Tutankham	DQN noop	Score	68.1	# 18	See all
Atari Games	Atari 2600 Up and Down	DDQN (tuned) hs	Score	19086.9	# 13	See all
Atari Games	Atari 2600 Up and Down	Prior+Duel hs	Score	22681.3	# 11	See all
Atari Games	Atari 2600 Up and Down	DQN noop	Score	9989.9	# 17	See all
Atari Games	Atari 2600 Up and Down	DQN hs	Score	8038.5	# 20	See all
Atari Games	Atari 2600 Venture	DQN noop	Score	163.0	# 13	See all
Atari Games	Atari 2600 Venture	DQN hs	Score	136.0	# 14	See all
Atari Games	Atari 2600 Venture	Prior+Duel hs	Score	29.0	# 21	See all
Atari Games	Atari 2600 Venture	DDQN (tuned) hs	Score	21.0	# 24	See all
Atari Games	Atari 2600 Video Pinball	Prior+Duel hs	Score	447408.6	# 6	See all
Atari Games	Atari 2600 Video Pinball	DDQN (tuned) hs	Score	367823.7	# 7	See all
Atari Games	Atari 2600 Video Pinball	DQN hs	Score	154414.1	# 14	See all
Atari Games	Atari 2600 Video Pinball	DQN noop	Score	196760.4	# 12	See all
Atari Games	Atari 2600 Wizard of Wor	DQN noop	Score	2704.0	# 18	See all
Atari Games	Atari 2600 Wizard of Wor	DQN hs	Score	1609.0	# 20	See all
Atari Games	Atari 2600 Wizard of Wor	Prior+Duel hs	Score	10471.0	# 5	See all
Atari Games	Atari 2600 Wizard of Wor	DDQN (tuned) hs	Score	6201.0	# 12	See all
Atari Games	Atari 2600 Zaxxon	DDQN (tuned) hs	Score	8593.0	# 14	See all
Atari Games	Atari 2600 Zaxxon	Prior+Duel hs	Score	11320.0	# 8	See all
Atari Games	Atari 2600 Zaxxon	DQN noop	Score	5363.0	# 17	See all
Atari Games	Atari 2600 Zaxxon	DQN hs	Score	4412.0	# 19	See all

Deep Reinforcement Learning with Double Q-learning

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