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Models/DDQN+Pop-Art noop

DDQN+Pop-Art noop

Reported on 98 benchmarks across 2 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Playing Games98 results

Atari GamesonAtari 2600 Bowling
Score· 2016-02-24
102.1
best: 260.13 (MuZero)
SOTA
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Name This Game
Score· 2016-02-24
15851.2
best: 157177.85 (MuZero)
SOTA
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Venture
Score· 2016-02-24
1172
best: 2623.71 (Agent57)
SOTA
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Bowling
Score· 2016-02-24
102.1
best: 260.13 (MuZero)
SOTA
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Name This Game
Score· 2016-02-24
15851.2
best: 157177.85 (MuZero)
SOTA
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Venture
Score· 2016-02-24
1172
best: 2623.71 (Agent57)
SOTA
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Boxing
Score· 2016-02-24
99.3
best: 100 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Double Dunk
Score· 2016-02-24
-11.5
best: 24 (UCT)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Ms. Pacman
Score· 2016-02-24
4963.8
best: 243401.1 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Centipede
Score· 2016-02-24
49065.8
best: 1422628 (Go-Explore)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Tutankham
Score· 2016-02-24
183.9
best: 2354.91 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Freeway
Score· 2016-02-24
33.4
best: 34 (TRPO-hash)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Pong
Score· 2016-02-24
20.6
best: 21 (Duel noop)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Enduro
Score· 2016-02-24
2002.1
best: 14330 (GDI-I3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Krull
Score· 2016-02-24
9745.1
best: 594540 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Breakout
Score· 2016-02-24
344.1
best: 864 (GDI-H3(200M frames))
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Frostbite
Score· 2016-02-24
3469.6
best: 631378.53 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Gopher
Score· 2016-02-24
56218.2
best: 488830 (GDI-I3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Space Invaders
Score· 2016-02-24
2589.7
best: 154380 (GDI-H3(200M frames))
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 James Bond
Score· 2016-02-24
507.5
best: 620780 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Amidar
Score· 2016-02-24
782.5
best: 29660.08 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Tennis
Score· 2016-02-24
12.1
best: 24 (GDI-I3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Crazy Climber
Score· 2016-02-24
119679
best: 565909.85 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Asteroids
Score· 2016-02-24
2869.3
best: 760005 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Gravitar
Score· 2016-02-24
483.5
best: 19213.96 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Time Pilot
Score· 2016-02-24
4870
best: 476763.9 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Demon Attack
Score· 2016-02-24
63644.9
best: 787985 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Battle Zone
Score· 2016-02-24
8220
best: 934134.88 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Beam Rider
Score· 2016-02-24
8299.4
best: 454993.53 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Asterix
Score· 2016-02-24
18919.5
best: 999999 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Kung-Fu Master
Score· 2016-02-24
34393
best: 1666665 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Kangaroo
Score· 2016-02-24
13150
best: 24034.16 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Assault
Score· 2016-02-24
9011.6
best: 143972.03 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Alien
Score· 2016-02-24
3213.5
best: 741812.63 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Fishing Derby
Score· 2016-02-24
45.1
best: 91.16 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Seaquest
Score· 2016-02-24
10932.3
best: 1000000 (GDI-H3(200M frames))
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Chopper Command
Score· 2016-02-24
775
best: 999999 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Video Pinball
Score· 2016-02-24
56287
best: 999383.2 (R2D2)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Wizard of Wor
Score· 2016-02-24
483
best: 197126 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Zaxxon
Score· 2016-02-24
14402
best: 725853.9 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Robotank
Score· 2016-02-24
64.3
best: 131.13 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Star Gunner
Score· 2016-02-24
589
best: 839573.53 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Ice Hockey
Score· 2016-02-24
-4.1
best: 481.9 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Berzerk
Score· 2016-02-24
1199.6
best: 197376 (Go-Explore)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Atlantis
Score· 2016-02-24
340076
best: 3837300 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 HERO
Score· 2016-02-24
14225.2
best: 114736.26 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Bank Heist
Score· 2016-02-24
1103.3
best: 27219.8 (MuZero (Res2 Adam))
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Private Eye
Score· 2016-02-24
286.7
best: 95756 (Go-Explore)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Q*Bert
Score· 2016-02-24
5236.8
best: 580328.14 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 River Raid
Score· 2016-02-24
12530.8
best: 323417.18 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Road Runner
Score· 2016-02-24
47770
best: 999999 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Atari GamesonAtari 2600 Up and Down
Score· 2016-02-24
22474.4
best: 986440 (GDI-I3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Boxing
Score· 2016-02-24
99.3
best: 100 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Double Dunk
Score· 2016-02-24
-11.5
best: 24 (UCT)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Ms. Pacman
Score· 2016-02-24
4963.8
best: 243401.1 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Centipede
Score· 2016-02-24
49065.8
best: 1422628 (Go-Explore)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Tutankham
Score· 2016-02-24
183.9
best: 2354.91 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Freeway
Score· 2016-02-24
33.4
best: 34 (TRPO-hash)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Pong
Score· 2016-02-24
20.6
best: 21 (Duel noop)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Enduro
Score· 2016-02-24
2002.1
best: 14330 (GDI-I3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Krull
Score· 2016-02-24
9745.1
best: 594540 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Breakout
Score· 2016-02-24
344.1
best: 864 (GDI-H3(200M frames))
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Frostbite
Score· 2016-02-24
3469.6
best: 631378.53 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Gopher
Score· 2016-02-24
56218.2
best: 488830 (GDI-I3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Space Invaders
Score· 2016-02-24
2589.7
best: 154380 (GDI-H3(200M frames))
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 James Bond
Score· 2016-02-24
507.5
best: 620780 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Amidar
Score· 2016-02-24
782.5
best: 29660.08 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Tennis
Score· 2016-02-24
12.1
best: 24 (GDI-I3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Crazy Climber
Score· 2016-02-24
119679
best: 565909.85 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Asteroids
Score· 2016-02-24
2869.3
best: 760005 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Gravitar
Score· 2016-02-24
483.5
best: 19213.96 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Time Pilot
Score· 2016-02-24
4870
best: 476763.9 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Demon Attack
Score· 2016-02-24
63644.9
best: 787985 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Battle Zone
Score· 2016-02-24
8220
best: 934134.88 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Beam Rider
Score· 2016-02-24
8299.4
best: 454993.53 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Asterix
Score· 2016-02-24
18919.5
best: 999999 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Kung-Fu Master
Score· 2016-02-24
34393
best: 1666665 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Kangaroo
Score· 2016-02-24
13150
best: 24034.16 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Assault
Score· 2016-02-24
9011.6
best: 143972.03 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Alien
Score· 2016-02-24
3213.5
best: 741812.63 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Fishing Derby
Score· 2016-02-24
45.1
best: 91.16 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Seaquest
Score· 2016-02-24
10932.3
best: 1000000 (GDI-H3(200M frames))
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Chopper Command
Score· 2016-02-24
775
best: 999999 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Video Pinball
Score· 2016-02-24
56287
best: 999383.2 (R2D2)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Wizard of Wor
Score· 2016-02-24
483
best: 197126 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Zaxxon
Score· 2016-02-24
14402
best: 725853.9 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Robotank
Score· 2016-02-24
64.3
best: 131.13 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Star Gunner
Score· 2016-02-24
589
best: 839573.53 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Ice Hockey
Score· 2016-02-24
-4.1
best: 481.9 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Berzerk
Score· 2016-02-24
1199.6
best: 197376 (Go-Explore)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Atlantis
Score· 2016-02-24
340076
best: 3837300 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 HERO
Score· 2016-02-24
14225.2
best: 114736.26 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Bank Heist
Score· 2016-02-24
1103.3
best: 27219.8 (MuZero (Res2 Adam))
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Private Eye
Score· 2016-02-24
286.7
best: 95756 (Go-Explore)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Q*Bert
Score· 2016-02-24
5236.8
best: 580328.14 (Agent57)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 River Raid
Score· 2016-02-24
12530.8
best: 323417.18 (MuZero)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Road Runner
Score· 2016-02-24
47770
best: 999999 (GDI-H3)
Learning values across many orders of magnitude arXiv:1602.07714
Video GamesonAtari 2600 Up and Down
Score· 2016-02-24
22474.4
best: 986440 (GDI-I3)
Learning values across many orders of magnitude arXiv:1602.07714