Evolving simple programs for playing Atari games

14 Jun 2018 β€’ Dennis G Wilson β€’ Sylvain Cussat-Blanc β€’ HervΓ© Luga β€’ Julian F Miller

Cartesian Genetic Programming (CGP) has previously shown capabilities in image processing tasks by evolving programs with a function set specialized for computer vision. A similar approach can be applied to Atari playing... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Atari Games Atari 2600 Alien CGP Score 1978 # 22
Atari Games Atari 2600 Amidar CGP Score 199 # 28
Atari Games Atari 2600 Assault CGP Score 890.4 # 33
Atari Games Atari 2600 Asterix CGP Score 1880 # 34
Atari Games Atari 2600 Asteroids CGP Score 9412 # 6
Atari Games Atari 2600 Atlantis CGP Score 99240 # 32
Atari Games Atari 2600 Bank Heist CGP Score 148 # 35
Atari Games Atari 2600 Battle Zone CGP Score 34200 # 14
Atari Games Atari 2600 Beam Rider CGP Score 1341.6 # 37
Atari Games Atari 2600 Berzerk CGP Score 1138 # 19
Atari Games Atari 2600 Bowling CGP Score 85.8 # 8
Atari Games Atari 2600 Boxing CGP Score 38.4 # 29
Atari Games Atari 2600 Breakout CGP Score 13.2 # 38
Atari Games Atari 2600 Centipede CGP Score 24708 # 6
Atari Games Atari 2600 Chopper Command CGP Score 3580 # 31
Atari Games Atari 2600 Crazy Climber CGP Score 12900 # 37
Atari Games Atari 2600 Defender CGP Score 993010 # 1
Atari Games Atari 2600 Demon Attack CGP Score 2387 # 33
Atari Games Atari 2600 Double Dunk CGP Score 2 # 13
Atari Games Atari 2600 Enduro CGP Score 56.8 # 33
Atari Games Atari 2600 Fishing Derby CGP Score -51 # 34
Atari Games Atari 2600 Freeway CGP Score 28.2 # 22
Atari Games Atari 2600 Frostbite CGP Score 782 # 28
Atari Games Atari 2600 Gopher CGP Score 1696 # 33
Atari Games Atari 2600 Gravitar CGP Score 2350 # 6
Atari Games Atari 2600 HERO CGP Score 2974 # 36
Atari Games Atari 2600 Ice Hockey CGP Score 4 # 6
Atari Games Atari 2600 James Bond CGP Score 6130 # 6
Atari Games Atari 2600 Kangaroo CGP Score 1400 # 29
Atari Games Atari 2600 Krull CGP Score 9086.8 # 15
Atari Games Atari 2600 Kung-Fu Master CGP Score 57400 # 7
Atari Games Atari 2600 Montezuma's Revenge CGP Score 0 # 34
Atari Games Atari 2600 Ms. Pacman CGP Score 2568 # 22
Atari Games Atari 2600 Name This Game CGP Score 3696 # 32
Atari Games Atari 2600 Phoenix CGP Score 7520 # 12
Atari Games Atari 2600 Pitfall! CGP Score 0 # 4
Atari Games Atari 2600 Pong CGP Score 20 # 6
Atari Games Atari 2600 Private Eye CGP Score 12702.2 # 4
Atari Games Atari 2600 Q*Bert CGP Score 770 # 38
Atari Games Atari 2600 River Raid CGP Score 2914 # 31
Atari Games Atari 2600 Road Runner CGP Score 8960 # 31
Atari Games Atari 2600 Robotank CGP Score 24.2 # 27
Atari Games Atari 2600 Seaquest CGP Score 724 # 37
Atari Games Atari 2600 Skiing CGP Score -9011 # 4
Atari Games Atari 2600 Solaris CGP Score 8324 # 3
Atari Games Atari 2600 Space Invaders CGP Score 1001 # 34
Atari Games Atari 2600 Star Gunner CGP Score 2320 # 30
Atari Games Atari 2600 Tennis CGP Score 0 # 11
Atari Games Atari 2600 Time Pilot CGP Score 12040 # 10
Atari Games Atari 2600 Tutankham CGP Score 0 # 34
Atari Games Atari 2600 Up and Down CGP Score 14524 # 26
Atari Games Atari 2600 Venture CGP Score 0 # 37
Atari Games Atari 2600 Video Pinball CGP Score 33752.4 # 30
Atari Games Atari 2600 Wizard of Wor CGP Score 3820 # 27
Atari Games Atari 2600 Yars Revenge CGP Score 28838.2 # 7
Atari Games Atari 2600 Zaxxon CGP Score 2980 # 32

Methods used in the Paper


METHOD TYPE
πŸ€– No Methods Found Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet