GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning

Benchmark Model Rank Results
atari-games-on-atari-2600-alienGDI-H3(1B frames)–Score: 279700
atari-games-on-atari-2600-beam-riderGDI-I3–Score: 162100
atari-games-on-atari-2600-berzerkGDI-I3–Score: 7607
atari-games-on-atari-2600-bowlingGDI-I3–Score: 201.9
atari-games-on-atari-2600-boxingGDI-H3–Score: 100
atari-games-on-atari-2600-centipedeGDI-H3(1B frames)–Score: 1359533
atari-games-on-atari-2600-centipedeGDI-I3–Score: 155830
atari-games-on-atari-2600-chopper-commandGDI-H3–Score: 999999
atari-games-on-atari-2600-crazy-climberGDI-I3–Score: 201000
atari-games-on-atari-2600-defenderGDI-I3–Score: 893110
atari-games-on-atari-2600-demon-attackGDI-I3–Score: 675530
atari-games-on-atari-2600-double-dunkGDI-H3–Score: 24
atari-games-on-atari-2600-enduroGDI-I3–Score: 14330
atari-games-on-atari-2600-fishing-derbyGDI-I3–Score: 59
atari-games-on-atari-2600-freewayGDI-I3–Score: 34
atari-games-on-atari-2600-frostbiteGDI-I3–Score: 10485
atari-games-on-atari-2600-gravitarGDI-I3–Score: 5905
atari-games-on-atari-2600-heroGDI-I3–Score: 38330
atari-games-on-atari-2600-ice-hockeyGDI-I3–Score: 44.94
atari-games-on-atari-2600-james-bondGDI-I3–Score: 594500
atari-games-on-atari-2600-kangarooGDI-I3–Score: 14500
atari-games-on-atari-2600-krullGDI-I3–Score: 97575
atari-games-on-atari-2600-kung-fu-masterGDI-H3 (200M)–Score: 1666000
atari-games-on-atari-2600-montezumas-revengeGDI-I3–Score: 3000
atari-games-on-atari-2600-ms-pacmanGDI-I3–Score: 11536
atari-games-on-atari-2600-name-this-gameGDI-I3–Score: 34434
atari-games-on-atari-2600-phoenixGDI-I3–Score: 894460
atari-games-on-atari-2600-pitfallGDI-I3–Score: 0
atari-games-on-atari-2600-private-eyeGDI-I3–Score: 15100
atari-games-on-atari-2600-qbertGDI-I3–Score: 27800
atari-games-on-atari-2600-road-runnerGDI-I3–Score: 878600
atari-games-on-atari-2600-robotankGDI-I3–Score: 108.2
atari-games-on-atari-2600-seaquestGDI-I3–Score: 943910
atari-games-on-atari-2600-skiingGDI-I3–Score: -6774
atari-games-on-atari-2600-solarisGDI-I3–Score: 11074
atari-games-on-atari-2600-space-invadersGDI-I3–Score: 140460
atari-games-on-atari-2600-star-gunnerGDI-I3–Score: 465750
atari-games-on-atari-2600-surroundGDI-I3–Score: -7.8
atari-games-on-atari-2600-tennisGDI-I3–Score: 24
atari-games-on-atari-2600-time-pilotGDI-I3–Score: 216770
atari-games-on-atari-2600-tutankhamGDI-I3–Score: 423.9
atari-games-on-atari-2600-up-and-downGDI-I3–Score: 986440
atari-games-on-atari-57GDI-H3(200M frames)–Mean Human Normalized Score: 9620.98%Human World Record Breakthrough: 22