A3C FF hs

Reported on 100 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 Games100 results

Atari GamesonAtari 2600 Zaxxon
Score· 2016-02-04
24622
best: 725853.9 (MuZero)
SOTA
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 HERO
Score· 2016-02-04
32464.1
best: 114736.26 (Agent57)
SOTA
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Zaxxon
Score· 2016-02-04
24622
best: 725853.9 (MuZero)
SOTA
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 HERO
Score· 2016-02-04
32464.1
best: 114736.26 (Agent57)
SOTA
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Boxing
Score· 2016-02-04
59.8
best: 100 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Double Dunk
Score· 2016-02-04
-0.1
best: 24 (UCT)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Ms. Pacman
Score· 2016-02-04
653.7
best: 243401.1 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Centipede
Score· 2016-02-04
3755.8
best: 1422628 (Go-Explore)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Tutankham
Score· 2016-02-04
156.3
best: 2354.91 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Freeway
Score· 2016-02-04
0.1
best: 34 (TRPO-hash)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Pong
Score· 2016-02-04
5.6
best: 21 (Duel noop)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Enduro
Score· 2016-02-04
-82.5
best: 14330 (GDI-I3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Krull
Score· 2016-02-04
5560
best: 594540 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Breakout
Score· 2016-02-04
681.9
best: 864 (GDI-H3(200M frames))
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Frostbite
Score· 2016-02-04
190.5
best: 631378.53 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Montezuma's Revenge
Score· 2016-02-04
67
best: 43791 (Go-Explore)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Gopher
Score· 2016-02-04
10022.8
best: 488830 (GDI-I3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Space Invaders
Score· 2016-02-04
15730.5
best: 154380 (GDI-H3(200M frames))
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 James Bond
Score· 2016-02-04
541
best: 620780 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Amidar
Score· 2016-02-04
263.9
best: 29660.08 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Tennis
Score· 2016-02-04
-6.3
best: 24 (GDI-I3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Crazy Climber
Score· 2016-02-04
112646
best: 565909.85 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Asteroids
Score· 2016-02-04
4474.5
best: 760005 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Gravitar
Score· 2016-02-04
303.5
best: 19213.96 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Time Pilot
Score· 2016-02-04
12679
best: 476763.9 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Demon Attack
Score· 2016-02-04
113308.4
best: 787985 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Battle Zone
Score· 2016-02-04
12950
best: 934134.88 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Beam Rider
Score· 2016-02-04
22707.9
best: 454993.53 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Asterix
Score· 2016-02-04
22140.5
best: 999999 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Kung-Fu Master
Score· 2016-02-04
28819
best: 1666665 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Bowling
Score· 2016-02-04
35.1
best: 260.13 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Kangaroo
Score· 2016-02-04
94
best: 24034.16 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Assault
Score· 2016-02-04
5474.9
best: 143972.03 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Alien
Score· 2016-02-04
518.4
best: 741812.63 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Fishing Derby
Score· 2016-02-04
18.8
best: 91.16 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Seaquest
Score· 2016-02-04
2355.4
best: 1000000 (GDI-H3(200M frames))
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Chopper Command
Score· 2016-02-04
7021
best: 999999 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Video Pinball
Score· 2016-02-04
331628.1
best: 999383.2 (R2D2)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Wizard of Wor
Score· 2016-02-04
17244
best: 197126 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Robotank
Score· 2016-02-04
32.8
best: 131.13 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Name This Game
Score· 2016-02-04
10476.1
best: 157177.85 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Star Gunner
Score· 2016-02-04
138218
best: 839573.53 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Ice Hockey
Score· 2016-02-04
-2.8
best: 481.9 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Berzerk
Score· 2016-02-04
817.9
best: 197376 (Go-Explore)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Atlantis
Score· 2016-02-04
911091
best: 3837300 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Bank Heist
Score· 2016-02-04
970.1
best: 27219.8 (MuZero (Res2 Adam))
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Venture
Score· 2016-02-04
23
best: 2623.71 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Private Eye
Score· 2016-02-04
206.9
best: 95756 (Go-Explore)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Q*Bert
Score· 2016-02-04
15148.8
best: 580328.14 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 River Raid
Score· 2016-02-04
12201.8
best: 323417.18 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Road Runner
Score· 2016-02-04
34216
best: 999999 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Atari GamesonAtari 2600 Up and Down
Score· 2016-02-04
74705.7
best: 986440 (GDI-I3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Boxing
Score· 2016-02-04
59.8
best: 100 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Double Dunk
Score· 2016-02-04
-0.1
best: 24 (UCT)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Ms. Pacman
Score· 2016-02-04
653.7
best: 243401.1 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Centipede
Score· 2016-02-04
3755.8
best: 1422628 (Go-Explore)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Tutankham
Score· 2016-02-04
156.3
best: 2354.91 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Freeway
Score· 2016-02-04
0.1
best: 34 (TRPO-hash)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Pong
Score· 2016-02-04
5.6
best: 21 (Duel noop)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Enduro
Score· 2016-02-04
-82.5
best: 14330 (GDI-I3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Krull
Score· 2016-02-04
5560
best: 594540 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Breakout
Score· 2016-02-04
681.9
best: 864 (GDI-H3(200M frames))
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Frostbite
Score· 2016-02-04
190.5
best: 631378.53 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Montezuma's Revenge
Score· 2016-02-04
67
best: 43791 (Go-Explore)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Gopher
Score· 2016-02-04
10022.8
best: 488830 (GDI-I3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Space Invaders
Score· 2016-02-04
15730.5
best: 154380 (GDI-H3(200M frames))
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 James Bond
Score· 2016-02-04
541
best: 620780 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Amidar
Score· 2016-02-04
263.9
best: 29660.08 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Tennis
Score· 2016-02-04
-6.3
best: 24 (GDI-I3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Crazy Climber
Score· 2016-02-04
112646
best: 565909.85 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Asteroids
Score· 2016-02-04
4474.5
best: 760005 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Gravitar
Score· 2016-02-04
303.5
best: 19213.96 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Time Pilot
Score· 2016-02-04
12679
best: 476763.9 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Demon Attack
Score· 2016-02-04
113308.4
best: 787985 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Battle Zone
Score· 2016-02-04
12950
best: 934134.88 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Beam Rider
Score· 2016-02-04
22707.9
best: 454993.53 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Asterix
Score· 2016-02-04
22140.5
best: 999999 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Kung-Fu Master
Score· 2016-02-04
28819
best: 1666665 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Bowling
Score· 2016-02-04
35.1
best: 260.13 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Kangaroo
Score· 2016-02-04
94
best: 24034.16 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Assault
Score· 2016-02-04
5474.9
best: 143972.03 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Alien
Score· 2016-02-04
518.4
best: 741812.63 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Fishing Derby
Score· 2016-02-04
18.8
best: 91.16 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Seaquest
Score· 2016-02-04
2355.4
best: 1000000 (GDI-H3(200M frames))
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Chopper Command
Score· 2016-02-04
7021
best: 999999 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Video Pinball
Score· 2016-02-04
331628.1
best: 999383.2 (R2D2)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Wizard of Wor
Score· 2016-02-04
17244
best: 197126 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Robotank
Score· 2016-02-04
32.8
best: 131.13 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Name This Game
Score· 2016-02-04
10476.1
best: 157177.85 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Star Gunner
Score· 2016-02-04
138218
best: 839573.53 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Ice Hockey
Score· 2016-02-04
-2.8
best: 481.9 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Berzerk
Score· 2016-02-04
817.9
best: 197376 (Go-Explore)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Atlantis
Score· 2016-02-04
911091
best: 3837300 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Bank Heist
Score· 2016-02-04
970.1
best: 27219.8 (MuZero (Res2 Adam))
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Venture
Score· 2016-02-04
23
best: 2623.71 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Private Eye
Score· 2016-02-04
206.9
best: 95756 (Go-Explore)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Q*Bert
Score· 2016-02-04
15148.8
best: 580328.14 (Agent57)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 River Raid
Score· 2016-02-04
12201.8
best: 323417.18 (MuZero)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Road Runner
Score· 2016-02-04
34216
best: 999999 (GDI-H3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783
Video GamesonAtari 2600 Up and Down
Score· 2016-02-04
74705.7
best: 986440 (GDI-I3)
Asynchronous Methods for Deep Reinforcement Learning arXiv:1602.01783