Deep Reinforcement Learning with Double Q-learning

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Newsletter RC2021
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TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Atari Games	Atari 2600 Alien	DQN noop	Score	1620.0	# 28
Atari Games	Atari 2600 Alien	Prior+Duel hs	Score	823.7	# 39
Atari Games	Atari 2600 Alien	DDQN (tuned) hs	Score	1033.4	# 35
Atari Games	Atari 2600 Alien	DQN hs	Score	634.0	# 42
Atari Games	Atari 2600 Amidar	DQN noop	Score	978.0	# 24
Atari Games	Atari 2600 Amidar	DDQN (tuned) hs	Score	169.1	# 42
Atari Games	Atari 2600 Amidar	DQN hs	Score	178.4	# 39
Atari Games	Atari 2600 Amidar	Prior+Duel hs	Score	238.4	# 32
Atari Games	Atari 2600 Assault	Prior+Duel hs	Score	10950.6	# 15
Atari Games	Atari 2600 Assault	DQN hs	Score	3489.3	# 32
Atari Games	Atari 2600 Assault	DQN noop	Score	4280.4	# 28
Atari Games	Atari 2600 Assault	DDQN (tuned) hs	Score	6060.8	# 23
Atari Games	Atari 2600 Asterix	DDQN (tuned) hs	Score	16837	# 32
Atari Games	Atari 2600 Asterix	Prior+Duel hs	Score	364200	# 10
Atari Games	Atari 2600 Asterix	DQN noop	Score	4359	# 38
Atari Games	Atari 2600 Asterix	DQN hs	Score	3170.5	# 41
Atari Games	Atari 2600 Asteroids	DQN hs	Score	1458.7	# 32
Atari Games	Atari 2600 Asteroids	Prior+Duel hs	Score	1021.9	# 37
Atari Games	Atari 2600 Asteroids	DDQN (tuned) hs	Score	1193.2	# 34
Atari Games	Atari 2600 Asteroids	DQN noop	Score	1364.5	# 33
Atari Games	Atari 2600 Atlantis	Prior+Duel hs	Score	423252.0	# 25
Atari Games	Atari 2600 Atlantis	DDQN (tuned) hs	Score	319688.0	# 31
Atari Games	Atari 2600 Atlantis	DQN hs	Score	292491.0	# 33
Atari Games	Atari 2600 Atlantis	DQN noop	Score	279987.0	# 34
Atari Games	Atari 2600 Bank Heist	DQN hs	Score	312.7	# 36
Atari Games	Atari 2600 Bank Heist	DDQN (tuned) hs	Score	886.0	# 28
Atari Games	Atari 2600 Bank Heist	DQN noop	Score	455.0	# 33
Atari Games	Atari 2600 Bank Heist	Prior+Duel hs	Score	1004.6	# 23
Atari Games	Atari 2600 Battle Zone	DQN hs	Score	23750.0	# 32
Atari Games	Atari 2600 Battle Zone	DDQN (tuned) hs	Score	24740.0	# 31
Atari Games	Atari 2600 Battle Zone	DQN noop	Score	29900.0	# 24
Atari Games	Atari 2600 Battle Zone	Prior+Duel hs	Score	30650.0	# 23
Atari Games	Atari 2600 Beam Rider	DDQN (tuned) hs	Score	17417.2	# 20
Atari Games	Atari 2600 Beam Rider	Prior+Duel hs	Score	37412.2	# 9
Atari Games	Atari 2600 Beam Rider	DQN hs	Score	9743.2	# 30
Atari Games	Atari 2600 Beam Rider	DQN noop	Score	8627.5	# 31
Atari Games	Atari 2600 Berzerk	Prior+Duel hs	Score	2178.6	# 13
Atari Games	Atari 2600 Berzerk	DQN hs	Score	493.4	# 36
Atari Games	Atari 2600 Berzerk	DQN noop	Score	585.6	# 34
Atari Games	Atari 2600 Berzerk	DDQN (tuned) hs	Score	1011.1	# 25
Atari Games	Atari 2600 Bowling	Prior+Duel hs	Score	50.4	# 27
Atari Games	Atari 2600 Bowling	DDQN (tuned) hs	Score	69.6	# 17
Atari Games	Atari 2600 Bowling	DQN noop	Score	50.4	# 27
Atari Games	Atari 2600 Bowling	DQN hs	Score	56.5	# 24
Atari Games	Atari 2600 Boxing	DQN hs	Score	70.3	# 34
Atari Games	Atari 2600 Boxing	Prior+Duel hs	Score	79.2	# 28
Atari Games	Atari 2600 Boxing	DDQN (tuned) hs	Score	73.5	# 31
Atari Games	Atari 2600 Boxing	DQN noop	Score	88.0	# 27
Atari Games	Atari 2600 Breakout	DQN hs	Score	354.5	# 32
Atari Games	Atari 2600 Breakout	DDQN (tuned) hs	Score	368.9	# 28
Atari Games	Atari 2600 Breakout	Prior+Duel hs	Score	354.6	# 31
Atari Games	Atari 2600 Breakout	DQN noop	Score	385.5	# 25
Atari Games	Atari 2600 Centipede	DDQN (tuned) hs	Score	3853.5	# 35
Atari Games	Atari 2600 Centipede	DQN noop	Score	4657.7	# 28
Atari Games	Atari 2600 Centipede	DQN hs	Score	3973.9	# 34
Atari Games	Atari 2600 Centipede	Prior+Duel hs	Score	5570.2	# 25
Atari Games	Atari 2600 Chopper Command	DDQN (tuned) hs	Score	3495.0	# 36
Atari Games	Atari 2600 Chopper Command	DQN noop	Score	6126.0	# 24
Atari Games	Atari 2600 Chopper Command	DQN hs	Score	5017.0	# 29
Atari Games	Atari 2600 Chopper Command	Prior+Duel hs	Score	8058.0	# 19
Atari Games	Atari 2600 Crazy Climber	DDQN (tuned) hs	Score	113782.0	# 31
Atari Games	Atari 2600 Crazy Climber	DQN hs	Score	98128.0	# 36
Atari Games	Atari 2600 Crazy Climber	Prior+Duel hs	Score	127853.0	# 23
Atari Games	Atari 2600 Crazy Climber	DQN noop	Score	110763.0	# 33
Atari Games	Atari 2600 Demon Attack	DQN h

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