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Models/R2D2

R2D2

Reported on 119 benchmarks across 3 tasks

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

Playing Games118 results

  • Atari Gamesonatari game
    Human World Record Breakthrough
    15
    best: 22 (GDI-H3)
  • Atari GamesonAtari 2600 Boxing
    Score
    98.5
    best: 100 (MuZero)
  • Atari GamesonAtari 2600 Skiing
    Score· uses extra data
    -30021.7
    best: 0 (Best Learner)
  • Atari GamesonAtari 2600 Double Dunk
    Score
    23.7
    best: 24 (UCT)
  • Atari GamesonAtari 2600 Ms. Pacman
    Score
    42281.7
    best: 243401.1 (MuZero)
  • Atari GamesonAtari 2600 Centipede
    Score
    599140.3
    best: 1422628 (Go-Explore)
  • Atari GamesonAtari 2600 Tutankham
    Score
    395.3
    best: 2354.91 (Agent57)
  • Atari GamesonAtari 2600 Freeway
    Score
    32.5
    best: 34 (TRPO-hash)
  • Atari GamesonAtari 2600 Pong
    Score
    21
  • Atari GamesonAtari 2600 Enduro
    Score
    2372.7
    best: 14330 (GDI-I3)
  • Atari GamesonAtari 2600 Krull
    Score
    218448.1
    best: 594540 (GDI-H3)
  • Atari GamesonAtari 2600 Breakout
    Score
    837.7
    best: 864 (GDI-H3(200M frames))
  • Atari GamesonAtari 2600 Frostbite
    Score
    315456.4
    best: 631378.53 (MuZero)
  • Atari GamesonAtari 2600 Yars Revenge
    Score
    995048.4
    best: 998532.37 (Agent57)
  • Atari GamesonAtari 2600 Montezuma's Revenge
    Score
    2061.3
    best: 43791 (Go-Explore)
  • Atari GamesonAtari 2600 Gopher
    Score
    124776.3
    best: 488830 (GDI-I3)
  • Atari GamesonAtari 2600 Space Invaders
    Score
    43223.4
    best: 154380 (GDI-H3(200M frames))
  • Atari GamesonAtari 2600 James Bond
    Score
    25354
    best: 620780 (GDI-H3)
  • Atari GamesonAtari 2600 Amidar
    Score
    29321.4
    best: 29660.08 (Agent57)
  • Atari GamesonAtari 2600 Tennis
    Score
    -0.1
    best: 24 (GDI-I3)
  • Atari GamesonAtari 2600 Crazy Climber
    Score
    366690.7
    best: 565909.85 (Agent57)
  • Atari GamesonAtari 2600 Asteroids
    Score
    357867.7
    best: 760005 (GDI-H3)
  • Atari GamesonAtari 2600 Gravitar
    Score
    15680.7
    best: 19213.96 (Agent57)
  • Atari GamesonAtari 2600 Time Pilot
    Score
    445377.3
    best: 476763.9 (MuZero)
  • Atari GamesonAtari 2600 Demon Attack
    Score
    140002.3
    best: 787985 (GDI-H3)
  • Atari GamesonAtari 2600 Battle Zone
    Score
    751880
    best: 934134.88 (Agent57)
  • Atari GamesonAtari 2600 Phoenix
    Score
    864020
    best: 959580 (GDI-H3)
  • Atari GamesonAtari 2600 Beam Rider
    Score
    188257.4
    best: 454993.53 (MuZero)
  • Atari GamesonAtari 2600 Asterix
    Score
    999153.3
    best: 999999 (GDI-H3)
  • Atari GamesonAtari 2600 Kung-Fu Master
    Score
    233413.3
    best: 1666665 (GDI-H3)
  • Atari GamesonAtari 2600 Bowling
    Score
    219.5
    best: 260.13 (MuZero)
  • Atari GamesonAtari 2600 Kangaroo
    Score
    14130.7
    best: 24034.16 (Agent57)
  • Atari GamesonAtari 2600 Assault
    Score
    108197
    best: 143972.03 (MuZero)
  • Atari GamesonAtari 2600 Alien
    Score
    229496.9
    best: 741812.63 (MuZero)
  • Atari GamesonAtari 2600 Fishing Derby
    Score
    85.8
    best: 91.16 (MuZero)
  • Atari GamesonAtari 2600 Pitfall!
    Score
    0
    best: 102571 (Go-Explore)
  • Atari GamesonAtari 2600 Seaquest
    Score
    999996.7
    best: 1000000 (GDI-H3(200M frames))
  • Atari GamesonAtari 2600 Chopper Command
    Score
    986652
    best: 999999 (GDI-H3)
  • Atari GamesonAtari-57
    Human World Record Breakthrough
    15
    best: 24 (LBC)
  • Atari GamesonAtari 2600 Solaris
    Score
    3787.2
    best: 44199.93 (Agent57)
  • Atari GamesonAtari 2600 Surround
    Score
    9.9
    best: 10 (NoisyNet-Dueling)
  • Atari GamesonAtari 2600 Video Pinball
    Score
    999383.2
  • Atari GamesonAtari 2600 Wizard of Wor
    Score
    144362.7
    best: 197126 (MuZero)
  • Atari GamesonAtari 2600 Zaxxon
    Score
    224910.7
    best: 725853.9 (MuZero)
  • Atari GamesonAtari 2600 Defender
    Score
    665792
    best: 993010 (CGP)
  • Atari GamesonAtari 2600 Robotank
    Score
    100.4
    best: 131.13 (MuZero)
  • Atari GamesonAtari 2600 Name This Game
    Score
    58182.7
    best: 157177.85 (MuZero)
  • Atari GamesonAtari 2600 Star Gunner
    Score
    717344
    best: 839573.53 (Agent57)
  • Atari GamesonAtari 2600 Ice Hockey
    Score
    79.3
    best: 481.9 (GDI-H3)
  • Atari GamesonAtari 2600 Berzerk
    Score
    53318.7
    best: 197376 (Go-Explore)
  • Atari GamesonAtari 2600 Atlantis
    Score
    1620764
    best: 3837300 (GDI-H3)
  • Atari GamesonAtari 2600 HERO
    Score
    39537.1
    best: 114736.26 (Agent57)
  • Atari GamesonAtari 2600 Bank Heist
    Score
    24235.9
    best: 27219.8 (MuZero (Res2 Adam))
  • Atari GamesonAtari 2600 Venture
    Score
    1970.7
    best: 2623.71 (Agent57)
  • Atari GamesonAtari 2600 Private Eye
    Score
    5322.7
    best: 95756 (Go-Explore)
  • Atari GamesonAtari 2600 Q*Bert
    Score
    408850
    best: 580328.14 (Agent57)
  • Atari GamesonAtari 2600 River Raid
    Score
    45632.1
    best: 323417.18 (MuZero)
  • Atari GamesonAtari 2600 Road Runner
    Score
    599246.7
    best: 999999 (GDI-H3)
  • Atari GamesonAtari 2600 Up and Down
    Score
    589226.9
    best: 986440 (GDI-I3)
  • Video Gamesonatari game
    Human World Record Breakthrough
    15
    best: 22 (GDI-H3)
  • Video GamesonAtari 2600 Boxing
    Score
    98.5
    best: 100 (MuZero)
  • Video GamesonAtari 2600 Skiing
    Score· uses extra data
    -30021.7
    best: 0 (Best Learner)
  • Video GamesonAtari 2600 Double Dunk
    Score
    23.7
    best: 24 (UCT)
  • Video GamesonAtari 2600 Ms. Pacman
    Score
    42281.7
    best: 243401.1 (MuZero)
  • Video GamesonAtari 2600 Centipede
    Score
    599140.3
    best: 1422628 (Go-Explore)
  • Video GamesonAtari 2600 Tutankham
    Score
    395.3
    best: 2354.91 (Agent57)
  • Video GamesonAtari 2600 Freeway
    Score
    32.5
    best: 34 (TRPO-hash)
  • Video GamesonAtari 2600 Pong
    Score
    21
  • Video GamesonAtari 2600 Enduro
    Score
    2372.7
    best: 14330 (GDI-I3)
  • Video GamesonAtari 2600 Krull
    Score
    218448.1
    best: 594540 (GDI-H3)
  • Video GamesonAtari 2600 Breakout
    Score
    837.7
    best: 864 (GDI-H3(200M frames))
  • Video GamesonAtari 2600 Frostbite
    Score
    315456.4
    best: 631378.53 (MuZero)
  • Video GamesonAtari 2600 Yars Revenge
    Score
    995048.4
    best: 998532.37 (Agent57)
  • Video GamesonAtari 2600 Montezuma's Revenge
    Score
    2061.3
    best: 43791 (Go-Explore)
  • Video GamesonAtari 2600 Gopher
    Score
    124776.3
    best: 488830 (GDI-I3)
  • Video GamesonAtari 2600 Space Invaders
    Score
    43223.4
    best: 154380 (GDI-H3(200M frames))
  • Video GamesonAtari 2600 James Bond
    Score
    25354
    best: 620780 (GDI-H3)
  • Video GamesonAtari 2600 Amidar
    Score
    29321.4
    best: 29660.08 (Agent57)
  • Video GamesonAtari 2600 Tennis
    Score
    -0.1
    best: 24 (GDI-I3)
  • Video GamesonAtari 2600 Crazy Climber
    Score
    366690.7
    best: 565909.85 (Agent57)
  • Video GamesonAtari 2600 Asteroids
    Score
    357867.7
    best: 760005 (GDI-H3)
  • Video GamesonAtari 2600 Gravitar
    Score
    15680.7
    best: 19213.96 (Agent57)
  • Video GamesonAtari 2600 Time Pilot
    Score
    445377.3
    best: 476763.9 (MuZero)
  • Video GamesonAtari 2600 Demon Attack
    Score
    140002.3
    best: 787985 (GDI-H3)
  • Video GamesonAtari 2600 Battle Zone
    Score
    751880
    best: 934134.88 (Agent57)
  • Video GamesonAtari 2600 Phoenix
    Score
    864020
    best: 959580 (GDI-H3)
  • Video GamesonAtari 2600 Beam Rider
    Score
    188257.4
    best: 454993.53 (MuZero)
  • Video GamesonAtari 2600 Asterix
    Score
    999153.3
    best: 999999 (GDI-H3)
  • Video GamesonAtari 2600 Kung-Fu Master
    Score
    233413.3
    best: 1666665 (GDI-H3)
  • Video GamesonAtari 2600 Bowling
    Score
    219.5
    best: 260.13 (MuZero)
  • Video GamesonAtari 2600 Kangaroo
    Score
    14130.7
    best: 24034.16 (Agent57)
  • Video GamesonAtari 2600 Assault
    Score
    108197
    best: 143972.03 (MuZero)
  • Video GamesonAtari 2600 Alien
    Score
    229496.9
    best: 741812.63 (MuZero)
  • Video GamesonAtari 2600 Fishing Derby
    Score
    85.8
    best: 91.16 (MuZero)
  • Video GamesonAtari 2600 Pitfall!
    Score
    0
    best: 102571 (Go-Explore)
  • Video GamesonAtari 2600 Seaquest
    Score
    999996.7
    best: 1000000 (GDI-H3(200M frames))
  • Video GamesonAtari 2600 Chopper Command
    Score
    986652
    best: 999999 (GDI-H3)
  • Video GamesonAtari-57
    Human World Record Breakthrough
    15
    best: 24 (LBC)
  • Video GamesonAtari 2600 Solaris
    Score
    3787.2
    best: 44199.93 (Agent57)
  • Video GamesonAtari 2600 Surround
    Score
    9.9
    best: 10 (NoisyNet-Dueling)
  • Video GamesonAtari 2600 Video Pinball
    Score
    999383.2
  • Video GamesonAtari 2600 Wizard of Wor
    Score
    144362.7
    best: 197126 (MuZero)
  • Video GamesonAtari 2600 Zaxxon
    Score
    224910.7
    best: 725853.9 (MuZero)
  • Video GamesonAtari 2600 Defender
    Score
    665792
    best: 993010 (CGP)
  • Video GamesonAtari 2600 Robotank
    Score
    100.4
    best: 131.13 (MuZero)
  • Video GamesonAtari 2600 Name This Game
    Score
    58182.7
    best: 157177.85 (MuZero)
  • Video GamesonAtari 2600 Star Gunner
    Score
    717344
    best: 839573.53 (Agent57)
  • Video GamesonAtari 2600 Ice Hockey
    Score
    79.3
    best: 481.9 (GDI-H3)
  • Video GamesonAtari 2600 Berzerk
    Score
    53318.7
    best: 197376 (Go-Explore)
  • Video GamesonAtari 2600 Atlantis
    Score
    1620764
    best: 3837300 (GDI-H3)
  • Video GamesonAtari 2600 HERO
    Score
    39537.1
    best: 114736.26 (Agent57)
  • Video GamesonAtari 2600 Bank Heist
    Score
    24235.9
    best: 27219.8 (MuZero (Res2 Adam))
  • Video GamesonAtari 2600 Venture
    Score
    1970.7
    best: 2623.71 (Agent57)
  • Video GamesonAtari 2600 Private Eye
    Score
    5322.7
    best: 95756 (Go-Explore)
  • Video GamesonAtari 2600 Q*Bert
    Score
    408850
    best: 580328.14 (Agent57)
  • Video GamesonAtari 2600 River Raid
    Score
    45632.1
    best: 323417.18 (MuZero)
  • Video GamesonAtari 2600 Road Runner
    Score
    599246.7
    best: 999999 (GDI-H3)
  • Video GamesonAtari 2600 Up and Down
    Score
    589226.9
    best: 986440 (GDI-I3)

Computer Vision1 result

  • Image MatchingonIMC PhotoTourism
    mean average accuracy @ 10· uses extra data
    0.56345
    best: 0.65606 (Harris Corner)