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Models/IMPALA (deep)

IMPALA (deep)

Reported on 114 benchmarks across 2 tasks · 1 paper · 20 SOTA

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

Playing Games114 results

  • Atari GamesonAtari 2600 Space Invaders
    Score· 2018-02-05
    43595.78
    best: 154380 (GDI-H3(200M frames))
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Asteroids
    Score· 2018-02-05
    108590.05
    best: 760005 (GDI-H3)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Demon Attack
    Score· 2018-02-05
    132826.98
    best: 787985 (GDI-H3)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Phoenix
    Score· 2018-02-05
    210996.45
    best: 959580 (GDI-H3)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Alien
    Score· 2018-02-05
    15962.1
    best: 741812.63 (MuZero)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Pitfall!
    Score· 2018-02-05
    -1.66
    best: 102571 (Go-Explore)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Zaxxon
    Score· 2018-02-05
    32935.5
    best: 725853.9 (MuZero)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Star Gunner
    Score· 2018-02-05
    200625
    best: 839573.53 (Agent57)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 River Raid
    Score· 2018-02-05
    29608.05
    best: 323417.18 (MuZero)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Up and Down
    Score· 2018-02-05
    332546.75
    best: 986440 (GDI-I3)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Space Invaders
    Score· 2018-02-05
    43595.78
    best: 154380 (GDI-H3(200M frames))
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Asteroids
    Score· 2018-02-05
    108590.05
    best: 760005 (GDI-H3)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Demon Attack
    Score· 2018-02-05
    132826.98
    best: 787985 (GDI-H3)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Phoenix
    Score· 2018-02-05
    210996.45
    best: 959580 (GDI-H3)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Alien
    Score· 2018-02-05
    15962.1
    best: 741812.63 (MuZero)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Pitfall!
    Score· 2018-02-05
    -1.66
    best: 102571 (Go-Explore)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Zaxxon
    Score· 2018-02-05
    32935.5
    best: 725853.9 (MuZero)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Star Gunner
    Score· 2018-02-05
    200625
    best: 839573.53 (Agent57)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 River Raid
    Score· 2018-02-05
    29608.05
    best: 323417.18 (MuZero)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Up and Down
    Score· 2018-02-05
    332546.75
    best: 986440 (GDI-I3)
    SOTA
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Boxing
    Score· 2018-02-05
    99.96
    best: 100 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Skiing
    Score· uses extra data· 2018-02-05
    -10180.38
    best: 0 (Best Learner)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Double Dunk
    Score· 2018-02-05
    -0.33
    best: 24 (UCT)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Ms. Pacman
    Score· 2018-02-05
    7342.32
    best: 243401.1 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Centipede
    Score· 2018-02-05
    11049.75
    best: 1422628 (Go-Explore)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Tutankham
    Score· 2018-02-05
    292.11
    best: 2354.91 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Pong
    Score· 2018-02-05
    20.98
    best: 21 (Duel noop)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Krull
    Score· 2018-02-05
    8147.4
    best: 594540 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Breakout
    Score· 2018-02-05
    787.34
    best: 864 (GDI-H3(200M frames))
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Frostbite
    Score· 2018-02-05
    317.75
    best: 631378.53 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Yars Revenge
    Score· 2018-02-05
    84231.14
    best: 998532.37 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Gopher
    Score· 2018-02-05
    66782.3
    best: 488830 (GDI-I3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 James Bond
    Score· 2018-02-05
    601.5
    best: 620780 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Amidar
    Score· 2018-02-05
    1554.79
    best: 29660.08 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Tennis
    Score· 2018-02-05
    0.55
    best: 24 (GDI-I3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Crazy Climber
    Score· 2018-02-05
    136950
    best: 565909.85 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Gravitar
    Score· 2018-02-05
    359.5
    best: 19213.96 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Time Pilot
    Score· 2018-02-05
    48481.5
    best: 476763.9 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Battle Zone
    Score· 2018-02-05
    20885
    best: 934134.88 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Beam Rider
    Score· 2018-02-05
    32463.47
    best: 454993.53 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Asterix
    Score· 2018-02-05
    300732
    best: 999999 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Kung-Fu Master
    Score· 2018-02-05
    43375.5
    best: 1666665 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Bowling
    Score· 2018-02-05
    59.92
    best: 260.13 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Kangaroo
    Score· 2018-02-05
    1632
    best: 24034.16 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Assault
    Score· 2018-02-05
    19148.47
    best: 143972.03 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Fishing Derby
    Score· 2018-02-05
    44.85
    best: 91.16 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Seaquest
    Score· 2018-02-05
    1753.2
    best: 1000000 (GDI-H3(200M frames))
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Chopper Command
    Score· 2018-02-05
    28255
    best: 999999 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Solaris
    Score· 2018-02-05
    2365
    best: 44199.93 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Surround
    Score· 2018-02-05
    7.56
    best: 10 (NoisyNet-Dueling)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Video Pinball
    Score· 2018-02-05
    572898.27
    best: 999383.2 (R2D2)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Wizard of Wor
    Score· 2018-02-05
    9157.5
    best: 197126 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Defender
    Score· 2018-02-05
    185203
    best: 993010 (CGP)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Robotank
    Score· 2018-02-05
    12.96
    best: 131.13 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Name This Game
    Score· 2018-02-05
    21537.2
    best: 157177.85 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Ice Hockey
    Score· 2018-02-05
    3.48
    best: 481.9 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Berzerk
    Score· 2018-02-05
    1852.7
    best: 197376 (Go-Explore)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Atlantis
    Score· 2018-02-05
    849967.5
    best: 3837300 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 HERO
    Score· 2018-02-05
    33730.55
    best: 114736.26 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Bank Heist
    Score· 2018-02-05
    1223.15
    best: 27219.8 (MuZero (Res2 Adam))
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Private Eye
    Score· 2018-02-05
    98.5
    best: 95756 (Go-Explore)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Q*Bert
    Score· 2018-02-05
    351200.12
    best: 580328.14 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Road Runner
    Score· 2018-02-05
    57121
    best: 999999 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Boxing
    Score· 2018-02-05
    99.96
    best: 100 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Skiing
    Score· uses extra data· 2018-02-05
    -10180.38
    best: 0 (Best Learner)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Double Dunk
    Score· 2018-02-05
    -0.33
    best: 24 (UCT)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Ms. Pacman
    Score· 2018-02-05
    7342.32
    best: 243401.1 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Centipede
    Score· 2018-02-05
    11049.75
    best: 1422628 (Go-Explore)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Tutankham
    Score· 2018-02-05
    292.11
    best: 2354.91 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Pong
    Score· 2018-02-05
    20.98
    best: 21 (Duel noop)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Krull
    Score· 2018-02-05
    8147.4
    best: 594540 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Breakout
    Score· 2018-02-05
    787.34
    best: 864 (GDI-H3(200M frames))
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Frostbite
    Score· 2018-02-05
    317.75
    best: 631378.53 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Yars Revenge
    Score· 2018-02-05
    84231.14
    best: 998532.37 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Gopher
    Score· 2018-02-05
    66782.3
    best: 488830 (GDI-I3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 James Bond
    Score· 2018-02-05
    601.5
    best: 620780 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Amidar
    Score· 2018-02-05
    1554.79
    best: 29660.08 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Tennis
    Score· 2018-02-05
    0.55
    best: 24 (GDI-I3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Crazy Climber
    Score· 2018-02-05
    136950
    best: 565909.85 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Gravitar
    Score· 2018-02-05
    359.5
    best: 19213.96 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Time Pilot
    Score· 2018-02-05
    48481.5
    best: 476763.9 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Battle Zone
    Score· 2018-02-05
    20885
    best: 934134.88 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Beam Rider
    Score· 2018-02-05
    32463.47
    best: 454993.53 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Asterix
    Score· 2018-02-05
    300732
    best: 999999 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Kung-Fu Master
    Score· 2018-02-05
    43375.5
    best: 1666665 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Bowling
    Score· 2018-02-05
    59.92
    best: 260.13 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Kangaroo
    Score· 2018-02-05
    1632
    best: 24034.16 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Assault
    Score· 2018-02-05
    19148.47
    best: 143972.03 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Fishing Derby
    Score· 2018-02-05
    44.85
    best: 91.16 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Seaquest
    Score· 2018-02-05
    1753.2
    best: 1000000 (GDI-H3(200M frames))
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Chopper Command
    Score· 2018-02-05
    28255
    best: 999999 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Solaris
    Score· 2018-02-05
    2365
    best: 44199.93 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Surround
    Score· 2018-02-05
    7.56
    best: 10 (NoisyNet-Dueling)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Video Pinball
    Score· 2018-02-05
    572898.27
    best: 999383.2 (R2D2)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Wizard of Wor
    Score· 2018-02-05
    9157.5
    best: 197126 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Defender
    Score· 2018-02-05
    185203
    best: 993010 (CGP)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Robotank
    Score· 2018-02-05
    12.96
    best: 131.13 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Name This Game
    Score· 2018-02-05
    21537.2
    best: 157177.85 (MuZero)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Ice Hockey
    Score· 2018-02-05
    3.48
    best: 481.9 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Berzerk
    Score· 2018-02-05
    1852.7
    best: 197376 (Go-Explore)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Atlantis
    Score· 2018-02-05
    849967.5
    best: 3837300 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 HERO
    Score· 2018-02-05
    33730.55
    best: 114736.26 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Bank Heist
    Score· 2018-02-05
    1223.15
    best: 27219.8 (MuZero (Res2 Adam))
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Private Eye
    Score· 2018-02-05
    98.5
    best: 95756 (Go-Explore)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Q*Bert
    Score· 2018-02-05
    351200.12
    best: 580328.14 (Agent57)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Video GamesonAtari 2600 Road Runner
    Score· 2018-02-05
    57121
    best: 999999 (GDI-H3)
    IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner ArchitecturesarXiv:1802.01561
  • Atari GamesonAtari 2600 Freeway
    Score
    0
    best: 34 (TRPO-hash)
  • Atari GamesonAtari 2600 Enduro
    Score
    0
    best: 14330 (GDI-I3)
  • Atari GamesonAtari 2600 Montezuma's Revenge
    Score
    0
    best: 43791 (Go-Explore)
  • Atari GamesonAtari 2600 Venture
    Score
    0
    best: 2623.71 (Agent57)
  • Video GamesonAtari 2600 Freeway
    Score
    0
    best: 34 (TRPO-hash)
  • Video GamesonAtari 2600 Enduro
    Score
    0
    best: 14330 (GDI-I3)
  • Video GamesonAtari 2600 Montezuma's Revenge
    Score
    0
    best: 43791 (Go-Explore)
  • Video GamesonAtari 2600 Venture
    Score
    0
    best: 2623.71 (Agent57)