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Models/A2C + SIL

A2C + SIL

Reported on 98 benchmarks across 2 tasks · 1 paper · 4 SOTA

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

Playing Games98 results

Atari GamesonAtari 2600 Tutankham
Score· 2018-06-14
340.5
best: 2354.91 (Agent57)
SOTA
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Atlantis
Score· 2018-06-14
3084781.7
best: 3837300 (GDI-H3)
SOTA
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Tutankham
Score· 2018-06-14
340.5
best: 2354.91 (Agent57)
SOTA
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Atlantis
Score· 2018-06-14
3084781.7
best: 3837300 (GDI-H3)
SOTA
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Boxing
Score· 2018-06-14
99.6
best: 100 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Double Dunk
Score· 2018-06-14
21.5
best: 24 (UCT)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Ms. Pacman
Score· 2018-06-14
4025.1
best: 243401.1 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Centipede
Score· 2018-06-14
7559.5
best: 1422628 (Go-Explore)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Freeway
Score· 2018-06-14
32.2
best: 34 (TRPO-hash)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Pong
Score· 2018-06-14
20.9
best: 21 (Duel noop)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Enduro
Score· 2018-06-14
1205.1
best: 14330 (GDI-I3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Krull
Score· 2018-06-14
10614.6
best: 594540 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Breakout
Score· 2018-06-14
452
best: 864 (GDI-H3(200M frames))
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Frostbite
Score· 2018-06-14
6289.8
best: 631378.53 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Montezuma's Revenge
Score· 2018-06-14
1100
best: 43791 (Go-Explore)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Gopher
Score· 2018-06-14
23304.2
best: 488830 (GDI-I3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Space Invaders
Score· 2018-06-14
2951.7
best: 154380 (GDI-H3(200M frames))
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 James Bond
Score· 2018-06-14
310.8
best: 620780 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Amidar
Score· 2018-06-14
1362
best: 29660.08 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Tennis
Score· 2018-06-14
-17.3
best: 24 (GDI-I3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Crazy Climber
Score· 2018-06-14
130185.8
best: 565909.85 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Asteroids
Score· 2018-06-14
2259.4
best: 760005 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Gravitar
Score· 2018-06-14
1874.2
best: 19213.96 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Time Pilot
Score· 2018-06-14
10811.7
best: 476763.9 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Demon Attack
Score· 2018-06-14
10140.5
best: 787985 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Battle Zone
Score· 2018-06-14
25075
best: 934134.88 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Beam Rider
Score· 2018-06-14
2366.2
best: 454993.53 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Asterix
Score· 2018-06-14
17984.2
best: 999999 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Kung-Fu Master
Score· 2018-06-14
34449.2
best: 1666665 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Bowling
Score· 2018-06-14
31.1
best: 260.13 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Kangaroo
Score· 2018-06-14
2888.3
best: 24034.16 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Assault
Score· 2018-06-14
1812
best: 143972.03 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Alien
Score· 2018-06-14
2242.2
best: 741812.63 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Fishing Derby
Score· 2018-06-14
55.8
best: 91.16 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Seaquest
Score· 2018-06-14
2456.5
best: 1000000 (GDI-H3(200M frames))
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Chopper Command
Score· 2018-06-14
6710
best: 999999 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Video Pinball
Score· 2018-06-14
461522.4
best: 999383.2 (R2D2)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Wizard of Wor
Score· 2018-06-14
7088.3
best: 197126 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Zaxxon
Score· 2018-06-14
9164.2
best: 725853.9 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Robotank
Score· 2018-06-14
10.5
best: 131.13 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Name This Game
Score· 2018-06-14
14958.2
best: 157177.85 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Star Gunner
Score· 2018-06-14
31309.2
best: 839573.53 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Ice Hockey
Score· 2018-06-14
-2.4
best: 481.9 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 HERO
Score· 2018-06-14
33156.7
best: 114736.26 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Bank Heist
Score· 2018-06-14
1137.8
best: 27219.8 (MuZero (Res2 Adam))
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Private Eye
Score· 2018-06-14
661.2
best: 95756 (Go-Explore)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Q*Bert
Score· 2018-06-14
104975.6
best: 580328.14 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 River Raid
Score· 2018-06-14
14306.1
best: 323417.18 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Road Runner
Score· 2018-06-14
57071.7
best: 999999 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Up and Down
Score· 2018-06-14
53314.6
best: 986440 (GDI-I3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Boxing
Score· 2018-06-14
99.6
best: 100 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Double Dunk
Score· 2018-06-14
21.5
best: 24 (UCT)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Ms. Pacman
Score· 2018-06-14
4025.1
best: 243401.1 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Centipede
Score· 2018-06-14
7559.5
best: 1422628 (Go-Explore)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Freeway
Score· 2018-06-14
32.2
best: 34 (TRPO-hash)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Pong
Score· 2018-06-14
20.9
best: 21 (Duel noop)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Enduro
Score· 2018-06-14
1205.1
best: 14330 (GDI-I3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Krull
Score· 2018-06-14
10614.6
best: 594540 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Breakout
Score· 2018-06-14
452
best: 864 (GDI-H3(200M frames))
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Frostbite
Score· 2018-06-14
6289.8
best: 631378.53 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Montezuma's Revenge
Score· 2018-06-14
1100
best: 43791 (Go-Explore)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Gopher
Score· 2018-06-14
23304.2
best: 488830 (GDI-I3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Space Invaders
Score· 2018-06-14
2951.7
best: 154380 (GDI-H3(200M frames))
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 James Bond
Score· 2018-06-14
310.8
best: 620780 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Amidar
Score· 2018-06-14
1362
best: 29660.08 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Tennis
Score· 2018-06-14
-17.3
best: 24 (GDI-I3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Crazy Climber
Score· 2018-06-14
130185.8
best: 565909.85 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Asteroids
Score· 2018-06-14
2259.4
best: 760005 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Gravitar
Score· 2018-06-14
1874.2
best: 19213.96 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Time Pilot
Score· 2018-06-14
10811.7
best: 476763.9 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Demon Attack
Score· 2018-06-14
10140.5
best: 787985 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Battle Zone
Score· 2018-06-14
25075
best: 934134.88 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Beam Rider
Score· 2018-06-14
2366.2
best: 454993.53 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Asterix
Score· 2018-06-14
17984.2
best: 999999 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Kung-Fu Master
Score· 2018-06-14
34449.2
best: 1666665 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Bowling
Score· 2018-06-14
31.1
best: 260.13 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Kangaroo
Score· 2018-06-14
2888.3
best: 24034.16 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Assault
Score· 2018-06-14
1812
best: 143972.03 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Alien
Score· 2018-06-14
2242.2
best: 741812.63 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Fishing Derby
Score· 2018-06-14
55.8
best: 91.16 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Seaquest
Score· 2018-06-14
2456.5
best: 1000000 (GDI-H3(200M frames))
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Chopper Command
Score· 2018-06-14
6710
best: 999999 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Video Pinball
Score· 2018-06-14
461522.4
best: 999383.2 (R2D2)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Wizard of Wor
Score· 2018-06-14
7088.3
best: 197126 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Zaxxon
Score· 2018-06-14
9164.2
best: 725853.9 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Robotank
Score· 2018-06-14
10.5
best: 131.13 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Name This Game
Score· 2018-06-14
14958.2
best: 157177.85 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Star Gunner
Score· 2018-06-14
31309.2
best: 839573.53 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Ice Hockey
Score· 2018-06-14
-2.4
best: 481.9 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 HERO
Score· 2018-06-14
33156.7
best: 114736.26 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Bank Heist
Score· 2018-06-14
1137.8
best: 27219.8 (MuZero (Res2 Adam))
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Private Eye
Score· 2018-06-14
661.2
best: 95756 (Go-Explore)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Q*Bert
Score· 2018-06-14
104975.6
best: 580328.14 (Agent57)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 River Raid
Score· 2018-06-14
14306.1
best: 323417.18 (MuZero)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Road Runner
Score· 2018-06-14
57071.7
best: 999999 (GDI-H3)
Self-Imitation Learning arXiv:1806.05635
Video GamesonAtari 2600 Up and Down
Score· 2018-06-14
53314.6
best: 986440 (GDI-I3)
Self-Imitation Learning arXiv:1806.05635
Atari GamesonAtari 2600 Venture
Score
0
best: 2623.71 (Agent57)
Video GamesonAtari 2600 Venture
Score
0
best: 2623.71 (Agent57)