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Models/DQN

DQN

Reported on 9 benchmarks across 3 tasks · 3 papers · 5 SOTA

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

Playing Games7 results

  • Video GamesonWolfenstein
    Score· 2016-11-07
    100
    SOTA
    Playing SNES in the Retro Learning EnvironmentarXiv:1611.02205
  • Video GamesonViZDoom Basic Scenario
    Average Score· 2016-05-06
    82.2
    SOTA
    ViZDoom: A Doom-based AI Research Platform for Visual Reinforcement LearningarXiv:1605.02097
  • FPS GamesonViZDoom Basic Scenario
    Average Score· 2016-05-06
    82.2
    SOTA
    ViZDoom: A Doom-based AI Research Platform for Visual Reinforcement LearningarXiv:1605.02097
  • Video GamesonSuper Mario
    Score· 2016-11-07
    11765
    best: 20030 (Dueling D-DQN)
    Playing SNES in the Retro Learning EnvironmentarXiv:1611.02205
  • Video GamesonF-Zero
    Score· 2016-11-07
    3116
    best: 5161 (Dueling D-DQN)
    Playing SNES in the Retro Learning EnvironmentarXiv:1611.02205
  • Video GamesonMortal Kombat
    Score· 2016-11-07
    83733
    best: 169300 (Dueling D-DQN)
    Playing SNES in the Retro Learning EnvironmentarXiv:1611.02205
  • Video GamesonGradius III
    Score· 2016-11-07
    7583
    best: 16929 (Dueling D-DQN)
    Playing SNES in the Retro Learning EnvironmentarXiv:1611.02205

Reasoning2 results

  • Visual ReasoningonPHYRE-1B-Within
    AUCCESS· 2019-08-15
    77.6
    best: 85.2 (RPIN)
    SOTA
    PHYRE: A New Benchmark for Physical ReasoningarXiv:1908.05656
  • Visual ReasoningonPHYRE-1B-Cross
    AUCCESS· 2019-08-15
    36.8
    best: 42.2 (RPIN)
    SOTA
    PHYRE: A New Benchmark for Physical ReasoningarXiv:1908.05656