TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Atari Games	Atari 2600 Alien	Bootstrapped DQN	Score	2436.6	# 28
Atari Games	Atari 2600 Amidar	Bootstrapped DQN	Score	1272.5	# 21
Atari Games	Atari 2600 Assault	Bootstrapped DQN	Score	8047.1	# 21
Atari Games	Atari 2600 Asterix	Bootstrapped DQN	Score	19713.2	# 27
Atari Games	Atari 2600 Asteroids	Bootstrapped DQN	Score	1032	# 38
Atari Games	Atari 2600 Atlantis	Bootstrapped DQN	Score	994500	# 11
Atari Games	Atari 2600 Bank Heist	Bootstrapped DQN	Score	1208	# 18
Atari Games	Atari 2600 Battle Zone	Bootstrapped DQN	Score	38666.7	# 17
Atari Games	Atari 2600 Beam Rider	Bootstrapped DQN	Score	23429.8	# 17
Atari Games	Atari 2600 Bowling	Bootstrapped DQN	Score	60.2	# 24
Atari Games	Atari 2600 Boxing	Bootstrapped DQN	Score	93.2	# 27
Atari Games	Atari 2600 Breakout	Bootstrapped DQN	Score	855	# 5
Atari Games	Atari 2600 Centipede	Bootstrapped DQN	Score	4553.5	# 33
Atari Games	Atari 2600 Chopper Command	Bootstrapped DQN	Score	4100	# 35
Atari Games	Atari 2600 Crazy Climber	Bootstrapped DQN	Score	137925.9	# 21
Atari Games	Atari 2600 Demon Attack	Bootstrapped DQN	Score	82610	# 20
Atari Games	Atari 2600 Double Dunk	Bootstrapped DQN	Score	3	# 17
Atari Games	Atari 2600 Enduro	Bootstrapped DQN	Score	1591	# 24
Atari Games	Atari 2600 Fishing Derby	Bootstrapped DQN	Score	26	# 25
Atari Games	Atari 2600 Freeway	Bootstrapped DQN	Score	33.9	# 10
Atari Games	Atari 2600 Frostbite	Bootstrapped DQN	Score	2181.4	# 31
Atari Games	Atari 2600 Gopher	Bootstrapped DQN	Score	17438.4	# 24
Atari Games	Atari 2600 Gravitar	Bootstrapped DQN	Score	286.1	# 46
Atari Games	Atari 2600 HERO	Bootstrapped DQN	Score	21021.3	# 26
Atari Games	Atari 2600 Ice Hockey	Bootstrapped DQN	Score	-1.3	# 20
Atari Games	Atari 2600 James Bond	Bootstrapped DQN	Score	1663.5	# 19
Atari Games	Atari 2600 Kangaroo	Bootstrapped DQN	Score	14862.5	# 7
Atari Games	Atari 2600 Krull	Bootstrapped DQN	Score	8627.9	# 26
Atari Games	Atari 2600 Kung-Fu Master	Bootstrapped DQN	Score	36733.3	# 24
Atari Games	Atari 2600 Montezuma's Revenge	Bootstrapped DQN	Score	100	# 26
Atari Games	Atari 2600 Ms. Pacman	Bootstrapped DQN	Score	2983.3	# 28
Atari Games	Atari 2600 Name This Game	Bootstrapped DQN	Score	11501.1	# 25
Atari Games	Atari 2600 Pong	Bootstrapped DQN	Score	20.9	# 17
Atari Games	Atari 2600 Private Eye	Bootstrapped DQN	Score	1812.5	# 20
Atari Games	Atari 2600 Q*Bert	Bootstrapped DQN	Score	15092.7	# 27
Atari Games	Atari 2600 River Raid	Bootstrapped DQN	Score	12845	# 23
Atari Games	Atari 2600 Road Runner	Bootstrapped DQN	Score	51500	# 26
Atari Games	Atari 2600 Robotank	Bootstrapped DQN	Score	66.6	# 12
Atari Games	Atari 2600 Seaquest	Bootstrapped DQN	Score	9083.1	# 23
Atari Games	Atari 2600 Space Invaders	Bootstrapped DQN	Score	2893	# 28
Atari Games	Atari 2600 Star Gunner	Bootstrapped DQN	Score	55725	# 30
Atari Games	Atari 2600 Tennis	Bootstrapped DQN	Score	0	# 20
Atari Games	Atari 2600 Time Pilot	Bootstrapped DQN	Score	9079.4	# 25
Atari Games	Atari 2600 Tutankham	Bootstrapped DQN	Score	214.8	# 22
Atari Games	Atari 2600 Up and Down	Bootstrapped DQN	Score	26231	# 25
Atari Games	Atari 2600 Venture	Bootstrapped DQN	Score	212.5	# 27
Atari Games	Atari 2600 Video Pinball	Bootstrapped DQN	Score	811610	# 9
Atari Games	Atari 2600 Wizard of Wor	Bootstrapped DQN	Score	6804.7	# 28
Atari Games	Atari 2600 Zaxxon	Bootstrapped DQN	Score	11491.7	# 22

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

Deep Exploration via Bootstrapped DQN

NeurIPS 2016 · Ian Osband, Charles Blundell, Alexander Pritzel, Benjamin Van Roy ·

Efficient exploration in complex environments remains a major challenge for reinforcement learning. We propose bootstrapped DQN, a simple algorithm that explores in a computationally and statistically efficient manner through use of randomized value functions. Unlike dithering strategies such as epsilon-greedy exploration, bootstrapped DQN carries out temporally-extended (or deep) exploration; this can lead to exponentially faster learning. We demonstrate these benefits in complex stochastic MDPs and in the large-scale Arcade Learning Environment. Bootstrapped DQN substantially improves learning times and performance across most Atari games.

PDF Abstract NeurIPS 2016 PDF NeurIPS 2016 Abstract

Code

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Tasks

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Atari Games

Efficient Exploration

reinforcement-learning

Reinforcement Learning

Reinforcement Learning (RL)

Datasets

Arcade Learning Environment

Results from the Paper

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Ranked #5 on Atari Games on Atari 2600 Breakout

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Atari Games	Atari 2600 Alien	Bootstrapped DQN	Score	2436.6	# 28	Compare
Atari Games	Atari 2600 Amidar	Bootstrapped DQN	Score	1272.5	# 21	Compare
Atari Games	Atari 2600 Assault	Bootstrapped DQN	Score	8047.1	# 21	Compare
Atari Games	Atari 2600 Asterix	Bootstrapped DQN	Score	19713.2	# 27	Compare
Atari Games	Atari 2600 Asteroids	Bootstrapped DQN	Score	1032	# 38	Compare
Atari Games	Atari 2600 Atlantis	Bootstrapped DQN	Score	994500	# 11	Compare
Atari Games	Atari 2600 Bank Heist	Bootstrapped DQN	Score	1208	# 18	Compare
Atari Games	Atari 2600 Battle Zone	Bootstrapped DQN	Score	38666.7	# 17	Compare
Atari Games	Atari 2600 Beam Rider	Bootstrapped DQN	Score	23429.8	# 17	Compare
Atari Games	Atari 2600 Bowling	Bootstrapped DQN	Score	60.2	# 24	Compare
Atari Games	Atari 2600 Boxing	Bootstrapped DQN	Score	93.2	# 27	Compare
Atari Games	Atari 2600 Breakout	Bootstrapped DQN	Score	855	# 5	Compare
Atari Games	Atari 2600 Centipede	Bootstrapped DQN	Score	4553.5	# 33	Compare
Atari Games	Atari 2600 Chopper Command	Bootstrapped DQN	Score	4100	# 35	Compare
Atari Games	Atari 2600 Crazy Climber	Bootstrapped DQN	Score	137925.9	# 21	Compare
Atari Games	Atari 2600 Demon Attack	Bootstrapped DQN	Score	82610	# 20	Compare
Atari Games	Atari 2600 Double Dunk	Bootstrapped DQN	Score	3	# 17	Compare
Atari Games	Atari 2600 Enduro	Bootstrapped DQN	Score	1591	# 24	Compare
Atari Games	Atari 2600 Fishing Derby	Bootstrapped DQN	Score	26	# 25	Compare
Atari Games	Atari 2600 Freeway	Bootstrapped DQN	Score	33.9	# 10	Compare
Atari Games	Atari 2600 Frostbite	Bootstrapped DQN	Score	2181.4	# 31	Compare
Atari Games	Atari 2600 Gopher	Bootstrapped DQN	Score	17438.4	# 24	Compare
Atari Games	Atari 2600 Gravitar	Bootstrapped DQN	Score	286.1	# 46	Compare
Atari Games	Atari 2600 HERO	Bootstrapped DQN	Score	21021.3	# 26	Compare
Atari Games	Atari 2600 Ice Hockey	Bootstrapped DQN	Score	-1.3	# 20	Compare
Atari Games	Atari 2600 James Bond	Bootstrapped DQN	Score	1663.5	# 19	Compare
Atari Games	Atari 2600 Kangaroo	Bootstrapped DQN	Score	14862.5	# 7	Compare
Atari Games	Atari 2600 Krull	Bootstrapped DQN	Score	8627.9	# 26	Compare
Atari Games	Atari 2600 Kung-Fu Master	Bootstrapped DQN	Score	36733.3	# 24	Compare
Atari Games	Atari 2600 Montezuma's Revenge	Bootstrapped DQN	Score	100	# 26	Compare
Atari Games	Atari 2600 Ms. Pacman	Bootstrapped DQN	Score	2983.3	# 28	Compare
Atari Games	Atari 2600 Name This Game	Bootstrapped DQN	Score	11501.1	# 25	Compare
Atari Games	Atari 2600 Pong	Bootstrapped DQN	Score	20.9	# 17	Compare
Atari Games	Atari 2600 Private Eye	Bootstrapped DQN	Score	1812.5	# 20	Compare
Atari Games	Atari 2600 Q*Bert	Bootstrapped DQN	Score	15092.7	# 27	Compare
Atari Games	Atari 2600 River Raid	Bootstrapped DQN	Score	12845	# 23	Compare
Atari Games	Atari 2600 Road Runner	Bootstrapped DQN	Score	51500	# 26	Compare
Atari Games	Atari 2600 Robotank	Bootstrapped DQN	Score	66.6	# 12	Compare
Atari Games	Atari 2600 Seaquest	Bootstrapped DQN	Score	9083.1	# 23	Compare
Atari Games	Atari 2600 Space Invaders	Bootstrapped DQN	Score	2893	# 28	Compare
Atari Games	Atari 2600 Star Gunner	Bootstrapped DQN	Score	55725	# 30	Compare
Atari Games	Atari 2600 Tennis	Bootstrapped DQN	Score	0	# 20	Compare
Atari Games	Atari 2600 Time Pilot	Bootstrapped DQN	Score	9079.4	# 25	Compare
Atari Games	Atari 2600 Tutankham	Bootstrapped DQN	Score	214.8	# 22	Compare
Atari Games	Atari 2600 Up and Down	Bootstrapped DQN	Score	26231	# 25	Compare
Atari Games	Atari 2600 Venture	Bootstrapped DQN	Score	212.5	# 27	Compare
Atari Games	Atari 2600 Video Pinball	Bootstrapped DQN	Score	811610	# 9	Compare
Atari Games	Atari 2600 Wizard of Wor	Bootstrapped DQN	Score	6804.7	# 28	Compare
Atari Games	Atari 2600 Zaxxon	Bootstrapped DQN	Score	11491.7	# 22	Compare

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Deep Exploration via Bootstrapped DQN

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