TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Atari Games	Atari 2600 Alien	IQN	Score	7022	# 13
Atari Games	Atari 2600 Amidar	IQN	Score	2946	# 7
Atari Games	Atari 2600 Assault	IQN	Score	29091	# 7
Atari Games	Atari 2600 Asterix	IQN	Score	342016	# 13
Atari Games	Atari 2600 Asteroids	IQN	Score	2898	# 20
Atari Games	Atari 2600 Atlantis	IQN	Score	978200	# 13
Atari Games	Atari 2600 Bank Heist	IQN	Score	1416	# 7
Atari Games	Atari 2600 Battle Zone	IQN	Score	42244	# 13
Atari Games	Atari 2600 Beam Rider	IQN	Score	42776	# 9
Atari Games	Atari 2600 Berzerk	IQN	Score	1053	# 27
Atari Games	Atari 2600 Bowling	IQN	Score	86.5	# 13
Atari Games	Atari 2600 Boxing	IQN	Score	99.8	# 13
Atari Games	Atari 2600 Breakout	IQN	Score	734	# 15
Atari Games	Atari 2600 Centipede	IQN	Score	11561	# 17
Atari Games	Atari 2600 Chopper Command	IQN	Score	16836	# 13
Atari Games	Atari 2600 Crazy Climber	IQN	Score	179082	# 11
Atari Games	Atari 2600 Defender	IQN	Score	53537	# 13
Atari Games	Atari 2600 Demon Attack	IQN	Score	128580	# 12
Atari Games	Atari 2600 Double Dunk	IQN	Score	5.6	# 16
Atari Games	Atari 2600 Enduro	IQN	Score	2359	# 9
Atari Games	Atari 2600 Fishing Derby	IQN	Score	33.8	# 22
Atari Games	Atari 2600 Freeway	IQN	Score	34	# 1
Atari Games	Atari 2600 Frostbite	IQN	Score	4324	# 19
Atari Games	Atari 2600 Gopher	IQN	Score	118365	# 7
Atari Games	Atari 2600 Gravitar	IQN	Score	911	# 24
Atari Games	Atari 2600 HERO	IQN	Score	28386	# 17
Atari Games	Atari 2600 Ice Hockey	IQN	Score	0.2	# 19
Atari Games	Atari 2600 James Bond	IQN	Score	35108	# 8
Atari Games	Atari 2600 Kangaroo	IQN	Score	15487	# 4
Atari Games	Atari 2600 Krull	IQN	Score	10707	# 15
Atari Games	Atari 2600 Kung-Fu Master	IQN	Score	73512	# 13
Atari Games	Atari 2600 Montezuma's Revenge	IQN	Score	0	# 42
Atari Games	Atari 2600 Ms. Pacman	IQN	Score	6349	# 14
Atari Games	Atari 2600 Name This Game	IQN	Score	22682	# 9
Atari Games	Atari 2600 Phoenix	IQN	Score	56599	# 14
Atari Games	Atari 2600 Pitfall!	IQN	Score	0	# 4
Atari Games	Atari 2600 Pong	IQN	Score	21	# 1
Atari Games	Atari 2600 Private Eye	IQN	Score	200	# 36
Atari Games	Atari 2600 Q*Bert	IQN	Score	25750	# 16
Atari Games	Atari 2600 River Raid	IQN	Score	17765	# 13
Atari Games	Atari 2600 Road Runner	IQN	Score	57900	# 17
Atari Games	Atari 2600 Robotank	IQN	Score	62.5	# 21
Atari Games	Atari 2600 Seaquest	IQN	Score	30140	# 13
Atari Games	Atari 2600 Skiing	IQN	Score	-9289	# 3
Atari Games	Atari 2600 Solaris	IQN	Score	8007	# 10
Atari Games	Atari 2600 Space Invaders	IQN	Score	28888	# 11
Atari Games	Atari 2600 Star Gunner	IQN	Score	74677	# 21
Atari Games	Atari 2600 Surround	IQN	Score	9.4	# 6
Atari Games	Atari 2600 Tennis	IQN	Score	23.6	# 6
Atari Games	Atari 2600 Time Pilot	IQN	Score	12236	# 18
Atari Games	Atari 2600 Tutankham	IQN	Score	293	# 10
Atari Games	Atari 2600 Up and Down	IQN	Score	88148	# 15
Atari Games	Atari 2600 Venture	IQN	Score	1318	# 15
Atari Games	Atari 2600 Video Pinball	IQN	Score	698045	# 11
Atari Games	Atari 2600 Wizard of Wor	IQN	Score	31190	# 10
Atari Games	Atari 2600 Yars Revenge	IQN	Score	28379	# 15
Atari Games	Atari 2600 Zaxxon	IQN	Score	21772	# 14

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	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/implicit-quantile-networks-for-distributional/atari-games-on-atari-2600-private-eye)](https://paperswithcode.com/sota/atari-games-on-atari-2600-private-eye?p=implicit-quantile-networks-for-distributional)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/implicit-quantile-networks-for-distributional/atari-games-on-atari-2600-montezumas-revenge)](https://paperswithcode.com/sota/atari-games-on-atari-2600-montezumas-revenge?p=implicit-quantile-networks-for-distributional)`

Implicit Quantile Networks for Distributional Reinforcement Learning

ICML 2018 · Will Dabney, Georg Ostrovski, David Silver, Rémi Munos ·

In this work, we build on recent advances in distributional reinforcement learning to give a generally applicable, flexible, and state-of-the-art distributional variant of DQN. We achieve this by using quantile regression to approximate the full quantile function for the state-action return distribution. By reparameterizing a distribution over the sample space, this yields an implicitly defined return distribution and gives rise to a large class of risk-sensitive policies. We demonstrate improved performance on the 57 Atari 2600 games in the ALE, and use our algorithm's implicitly defined distributions to study the effects of risk-sensitive policies in Atari games.

PDF Abstract ICML 2018 PDF ICML 2018 Abstract

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Atari Games

Distributional Reinforcement Learning

regression

reinforcement-learning

Reinforcement Learning (RL)

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Results from the Paper

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Ranked #1 on Atari Games on Atari 2600 Freeway

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Benchmark
Atari Games	Atari 2600 Alien	IQN	Score	7022	# 13	Compare
Atari Games	Atari 2600 Amidar	IQN	Score	2946	# 7	Compare
Atari Games	Atari 2600 Assault	IQN	Score	29091	# 7	Compare
Atari Games	Atari 2600 Asterix	IQN	Score	342016	# 13	Compare
Atari Games	Atari 2600 Asteroids	IQN	Score	2898	# 20	Compare
Atari Games	Atari 2600 Atlantis	IQN	Score	978200	# 13	Compare
Atari Games	Atari 2600 Bank Heist	IQN	Score	1416	# 7	Compare
Atari Games	Atari 2600 Battle Zone	IQN	Score	42244	# 13	Compare
Atari Games	Atari 2600 Beam Rider	IQN	Score	42776	# 9	Compare
Atari Games	Atari 2600 Berzerk	IQN	Score	1053	# 27	Compare
Atari Games	Atari 2600 Bowling	IQN	Score	86.5	# 13	Compare
Atari Games	Atari 2600 Boxing	IQN	Score	99.8	# 13	Compare
Atari Games	Atari 2600 Breakout	IQN	Score	734	# 15	Compare
Atari Games	Atari 2600 Centipede	IQN	Score	11561	# 17	Compare
Atari Games	Atari 2600 Chopper Command	IQN	Score	16836	# 13	Compare
Atari Games	Atari 2600 Crazy Climber	IQN	Score	179082	# 11	Compare
Atari Games	Atari 2600 Defender	IQN	Score	53537	# 13	Compare
Atari Games	Atari 2600 Demon Attack	IQN	Score	128580	# 12	Compare
Atari Games	Atari 2600 Double Dunk	IQN	Score	5.6	# 16	Compare
Atari Games	Atari 2600 Enduro	IQN	Score	2359	# 9	Compare
Atari Games	Atari 2600 Fishing Derby	IQN	Score	33.8	# 22	Compare
Atari Games	Atari 2600 Freeway	IQN	Score	34	# 1	Compare
Atari Games	Atari 2600 Frostbite	IQN	Score	4324	# 19	Compare
Atari Games	Atari 2600 Gopher	IQN	Score	118365	# 7	Compare
Atari Games	Atari 2600 Gravitar	IQN	Score	911	# 24	Compare
Atari Games	Atari 2600 HERO	IQN	Score	28386	# 17	Compare
Atari Games	Atari 2600 Ice Hockey	IQN	Score	0.2	# 19	Compare
Atari Games	Atari 2600 James Bond	IQN	Score	35108	# 8	Compare
Atari Games	Atari 2600 Kangaroo	IQN	Score	15487	# 4	Compare
Atari Games	Atari 2600 Krull	IQN	Score	10707	# 15	Compare
Atari Games	Atari 2600 Kung-Fu Master	IQN	Score	73512	# 13	Compare
Atari Games	Atari 2600 Montezuma's Revenge	IQN	Score	0	# 42	Compare
Atari Games	Atari 2600 Ms. Pacman	IQN	Score	6349	# 14	Compare
Atari Games	Atari 2600 Name This Game	IQN	Score	22682	# 9	Compare
Atari Games	Atari 2600 Phoenix	IQN	Score	56599	# 14	Compare
Atari Games	Atari 2600 Pitfall!	IQN	Score	0	# 4	Compare
Atari Games	Atari 2600 Pong	IQN	Score	21	# 1	Compare
Atari Games	Atari 2600 Private Eye	IQN	Score	200	# 36	Compare
Atari Games	Atari 2600 Q*Bert	IQN	Score	25750	# 16	Compare
Atari Games	Atari 2600 River Raid	IQN	Score	17765	# 13	Compare
Atari Games	Atari 2600 Road Runner	IQN	Score	57900	# 17	Compare
Atari Games	Atari 2600 Robotank	IQN	Score	62.5	# 21	Compare
Atari Games	Atari 2600 Seaquest	IQN	Score	30140	# 13	Compare
Atari Games	Atari 2600 Skiing	IQN	Score	-9289	# 3	Compare
Atari Games	Atari 2600 Solaris	IQN	Score	8007	# 10	Compare
Atari Games	Atari 2600 Space Invaders	IQN	Score	28888	# 11	Compare
Atari Games	Atari 2600 Star Gunner	IQN	Score	74677	# 21	Compare
Atari Games	Atari 2600 Surround	IQN	Score	9.4	# 6	Compare
Atari Games	Atari 2600 Tennis	IQN	Score	23.6	# 6	Compare
Atari Games	Atari 2600 Time Pilot	IQN	Score	12236	# 18	Compare
Atari Games	Atari 2600 Tutankham	IQN	Score	293	# 10	Compare
Atari Games	Atari 2600 Up and Down	IQN	Score	88148	# 15	Compare
Atari Games	Atari 2600 Venture	IQN	Score	1318	# 15	Compare
Atari Games	Atari 2600 Video Pinball	IQN	Score	698045	# 11	Compare
Atari Games	Atari 2600 Wizard of Wor	IQN	Score	31190	# 10	Compare
Atari Games	Atari 2600 Yars Revenge	IQN	Score	28379	# 15	Compare
Atari Games	Atari 2600 Zaxxon	IQN	Score	21772	# 14	Compare

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Implicit Quantile Networks for Distributional Reinforcement Learning

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