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Models/Nature DQN

Nature DQN

Reported on 98 benchmarks across 2 tasks

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 Boxing
    Score
    71.8
    best: 100 (MuZero)
  • Atari GamesonAtari 2600 Double Dunk
    Score
    -18.1
    best: 24 (UCT)
  • Atari GamesonAtari 2600 Ms. Pacman
    Score
    2311
    best: 243401.1 (MuZero)
  • Atari GamesonAtari 2600 Centipede
    Score
    8309
    best: 1422628 (Go-Explore)
  • Atari GamesonAtari 2600 Tutankham
    Score
    186.7
    best: 2354.91 (Agent57)
  • Atari GamesonAtari 2600 Freeway
    Score
    30.3
    best: 34 (TRPO-hash)
  • Atari GamesonAtari 2600 Pong
    Score
    18.9
    best: 21 (Duel noop)
  • Atari GamesonAtari 2600 Enduro
    Score
    301.8
    best: 14330 (GDI-I3)
  • Atari GamesonAtari 2600 Krull
    Score
    3805
    best: 594540 (GDI-H3)
  • Atari GamesonAtari 2600 Breakout
    Score
    401.2
    best: 864 (GDI-H3(200M frames))
  • Atari GamesonAtari 2600 Frostbite
    Score
    328.3
    best: 631378.53 (MuZero)
  • Atari GamesonAtari 2600 Montezuma's Revenge
    Score
    0
    best: 43791 (Go-Explore)
  • Atari GamesonAtari 2600 Gopher
    Score
    8520
    best: 488830 (GDI-I3)
  • Atari GamesonAtari 2600 Space Invaders
    Score
    1976
    best: 154380 (GDI-H3(200M frames))
  • Atari GamesonAtari 2600 James Bond
    Score
    576.7
    best: 620780 (GDI-H3)
  • Atari GamesonAtari 2600 Amidar
    Score
    739.5
    best: 29660.08 (Agent57)
  • Atari GamesonAtari 2600 Tennis
    Score
    -2.5
    best: 24 (GDI-I3)
  • Atari GamesonAtari 2600 Crazy Climber
    Score
    114103
    best: 565909.85 (Agent57)
  • Atari GamesonAtari 2600 Asteroids
    Score
    1629
    best: 760005 (GDI-H3)
  • Atari GamesonAtari 2600 Gravitar
    Score
    306.7
    best: 19213.96 (Agent57)
  • Atari GamesonAtari 2600 Time Pilot
    Score
    5947
    best: 476763.9 (MuZero)
  • Atari GamesonAtari 2600 Demon Attack
    Score
    9711
    best: 787985 (GDI-H3)
  • Atari GamesonAtari 2600 Battle Zone
    Score
    26300
    best: 934134.88 (Agent57)
  • Atari GamesonAtari 2600 Beam Rider
    Score
    6846
    best: 454993.53 (MuZero)
  • Atari GamesonAtari 2600 Asterix
    Score
    6012
    best: 999999 (GDI-H3)
  • Atari GamesonAtari 2600 Kung-Fu Master
    Score
    23270
    best: 1666665 (GDI-H3)
  • Atari GamesonAtari 2600 Bowling
    Score
    42.4
    best: 260.13 (MuZero)
  • Atari GamesonAtari 2600 Kangaroo
    Score
    6740
    best: 24034.16 (Agent57)
  • Atari GamesonAtari 2600 Assault
    Score
    3359
    best: 143972.03 (MuZero)
  • Atari GamesonAtari 2600 Alien
    Score
    3069
    best: 741812.63 (MuZero)
  • Atari GamesonAtari 2600 Fishing Derby
    Score
    -0.8
    best: 91.16 (MuZero)
  • Atari GamesonAtari 2600 Seaquest
    Score
    5286
    best: 1000000 (GDI-H3(200M frames))
  • Atari GamesonAtari 2600 Chopper Command
    Score
    6687
    best: 999999 (GDI-H3)
  • Atari GamesonAtari 2600 Video Pinball
    Score
    42684
    best: 999383.2 (R2D2)
  • Atari GamesonAtari 2600 Wizard of Wor
    Score
    3393
    best: 197126 (MuZero)
  • Atari GamesonAtari 2600 Zaxxon
    Score
    4977
    best: 725853.9 (MuZero)
  • Atari GamesonAtari 2600 Robotank
    Score
    51.6
    best: 131.13 (MuZero)
  • Atari GamesonAtari 2600 Name This Game
    Score
    7257
    best: 157177.85 (MuZero)
  • Atari GamesonAtari 2600 Star Gunner
    Score
    57997
    best: 839573.53 (Agent57)
  • Atari GamesonAtari 2600 Ice Hockey
    Score
    -1.6
    best: 481.9 (GDI-H3)
  • Atari GamesonAtari 2600 Atlantis
    Score
    85641
    best: 3837300 (GDI-H3)
  • Atari GamesonAtari 2600 HERO
    Score
    19950
    best: 114736.26 (Agent57)
  • Atari GamesonAtari 2600 Bank Heist
    Score
    429.7
    best: 27219.8 (MuZero (Res2 Adam))
  • Atari GamesonAtari 2600 Venture
    Score
    380
    best: 2623.71 (Agent57)
  • Atari GamesonAtari 2600 Private Eye
    Score
    1788
    best: 95756 (Go-Explore)
  • Atari GamesonAtari 2600 Q*Bert
    Score
    10596
    best: 580328.14 (Agent57)
  • Atari GamesonAtari 2600 River Raid
    Score
    8316
    best: 323417.18 (MuZero)
  • Atari GamesonAtari 2600 Road Runner
    Score
    18257
    best: 999999 (GDI-H3)
  • Atari GamesonAtari 2600 Up and Down
    Score
    8456
    best: 986440 (GDI-I3)
  • Video GamesonAtari 2600 Boxing
    Score
    71.8
    best: 100 (MuZero)
  • Video GamesonAtari 2600 Double Dunk
    Score
    -18.1
    best: 24 (UCT)
  • Video GamesonAtari 2600 Ms. Pacman
    Score
    2311
    best: 243401.1 (MuZero)
  • Video GamesonAtari 2600 Centipede
    Score
    8309
    best: 1422628 (Go-Explore)
  • Video GamesonAtari 2600 Tutankham
    Score
    186.7
    best: 2354.91 (Agent57)
  • Video GamesonAtari 2600 Freeway
    Score
    30.3
    best: 34 (TRPO-hash)
  • Video GamesonAtari 2600 Pong
    Score
    18.9
    best: 21 (Duel noop)
  • Video GamesonAtari 2600 Enduro
    Score
    301.8
    best: 14330 (GDI-I3)
  • Video GamesonAtari 2600 Krull
    Score
    3805
    best: 594540 (GDI-H3)
  • Video GamesonAtari 2600 Breakout
    Score
    401.2
    best: 864 (GDI-H3(200M frames))
  • Video GamesonAtari 2600 Frostbite
    Score
    328.3
    best: 631378.53 (MuZero)
  • Video GamesonAtari 2600 Montezuma's Revenge
    Score
    0
    best: 43791 (Go-Explore)
  • Video GamesonAtari 2600 Gopher
    Score
    8520
    best: 488830 (GDI-I3)
  • Video GamesonAtari 2600 Space Invaders
    Score
    1976
    best: 154380 (GDI-H3(200M frames))
  • Video GamesonAtari 2600 James Bond
    Score
    576.7
    best: 620780 (GDI-H3)
  • Video GamesonAtari 2600 Amidar
    Score
    739.5
    best: 29660.08 (Agent57)
  • Video GamesonAtari 2600 Tennis
    Score
    -2.5
    best: 24 (GDI-I3)
  • Video GamesonAtari 2600 Crazy Climber
    Score
    114103
    best: 565909.85 (Agent57)
  • Video GamesonAtari 2600 Asteroids
    Score
    1629
    best: 760005 (GDI-H3)
  • Video GamesonAtari 2600 Gravitar
    Score
    306.7
    best: 19213.96 (Agent57)
  • Video GamesonAtari 2600 Time Pilot
    Score
    5947
    best: 476763.9 (MuZero)
  • Video GamesonAtari 2600 Demon Attack
    Score
    9711
    best: 787985 (GDI-H3)
  • Video GamesonAtari 2600 Battle Zone
    Score
    26300
    best: 934134.88 (Agent57)
  • Video GamesonAtari 2600 Beam Rider
    Score
    6846
    best: 454993.53 (MuZero)
  • Video GamesonAtari 2600 Asterix
    Score
    6012
    best: 999999 (GDI-H3)
  • Video GamesonAtari 2600 Kung-Fu Master
    Score
    23270
    best: 1666665 (GDI-H3)
  • Video GamesonAtari 2600 Bowling
    Score
    42.4
    best: 260.13 (MuZero)
  • Video GamesonAtari 2600 Kangaroo
    Score
    6740
    best: 24034.16 (Agent57)
  • Video GamesonAtari 2600 Assault
    Score
    3359
    best: 143972.03 (MuZero)
  • Video GamesonAtari 2600 Alien
    Score
    3069
    best: 741812.63 (MuZero)
  • Video GamesonAtari 2600 Fishing Derby
    Score
    -0.8
    best: 91.16 (MuZero)
  • Video GamesonAtari 2600 Seaquest
    Score
    5286
    best: 1000000 (GDI-H3(200M frames))
  • Video GamesonAtari 2600 Chopper Command
    Score
    6687
    best: 999999 (GDI-H3)
  • Video GamesonAtari 2600 Video Pinball
    Score
    42684
    best: 999383.2 (R2D2)
  • Video GamesonAtari 2600 Wizard of Wor
    Score
    3393
    best: 197126 (MuZero)
  • Video GamesonAtari 2600 Zaxxon
    Score
    4977
    best: 725853.9 (MuZero)
  • Video GamesonAtari 2600 Robotank
    Score
    51.6
    best: 131.13 (MuZero)
  • Video GamesonAtari 2600 Name This Game
    Score
    7257
    best: 157177.85 (MuZero)
  • Video GamesonAtari 2600 Star Gunner
    Score
    57997
    best: 839573.53 (Agent57)
  • Video GamesonAtari 2600 Ice Hockey
    Score
    -1.6
    best: 481.9 (GDI-H3)
  • Video GamesonAtari 2600 Atlantis
    Score
    85641
    best: 3837300 (GDI-H3)
  • Video GamesonAtari 2600 HERO
    Score
    19950
    best: 114736.26 (Agent57)
  • Video GamesonAtari 2600 Bank Heist
    Score
    429.7
    best: 27219.8 (MuZero (Res2 Adam))
  • Video GamesonAtari 2600 Venture
    Score
    380
    best: 2623.71 (Agent57)
  • Video GamesonAtari 2600 Private Eye
    Score
    1788
    best: 95756 (Go-Explore)
  • Video GamesonAtari 2600 Q*Bert
    Score
    10596
    best: 580328.14 (Agent57)
  • Video GamesonAtari 2600 River Raid
    Score
    8316
    best: 323417.18 (MuZero)
  • Video GamesonAtari 2600 Road Runner
    Score
    18257
    best: 999999 (GDI-H3)
  • Video GamesonAtari 2600 Up and Down
    Score
    8456
    best: 986440 (GDI-I3)