Ape-X

Reported on 114 benchmarks across 2 tasks · 1 paper · 60 SOTA

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

Playing Games114 results

Atari GamesonAtari 2600 Frostbite
Score· 2018-03-02
9328.6
best: 631378.53 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Yars Revenge
Score· 2018-03-02
148594.8
best: 998532.37 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Gopher
Score· 2018-03-02
120500.9
best: 488830 (GDI-I3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Space Invaders
Score· 2018-03-02
54681
best: 154380 (GDI-H3(200M frames))
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 James Bond
Score· 2018-03-02
21322.5
best: 620780 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Amidar
Score· 2018-03-02
8659.2
best: 29660.08 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Tennis
Score· 2018-03-02
23.9
best: 24 (GDI-I3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Crazy Climber
Score· 2018-03-02
320426
best: 565909.85 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Asteroids
Score· 2018-03-02
155495.1
best: 760005 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Time Pilot
Score· 2018-03-02
87085
best: 476763.9 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Demon Attack
Score· 2018-03-02
133086.4
best: 787985 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Battle Zone
Score· 2018-03-02
98895
best: 934134.88 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Phoenix
Score· 2018-03-02
224491.1
best: 959580 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Beam Rider
Score· 2018-03-02
63305.2
best: 454993.53 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Kung-Fu Master
Score· 2018-03-02
97829.5
best: 1666665 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Assault
Score· 2018-03-02
24559.4
best: 143972.03 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Alien
Score· 2018-03-02
40804.9
best: 741812.63 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Pitfall!
Score· 2018-03-02
-0.6
best: 102571 (Go-Explore)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Seaquest
Score· 2018-03-02
392952.3
best: 1000000 (GDI-H3(200M frames))
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Chopper Command
Score· 2018-03-02
721851
best: 999999 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Zaxxon
Score· 2018-03-02
42285.5
best: 725853.9 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Defender
Score· 2018-03-02
411943.5
best: 993010 (CGP)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Robotank
Score· 2018-03-02
73.8
best: 131.13 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Name This Game
Score· 2018-03-02
25783.3
best: 157177.85 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Star Gunner
Score· 2018-03-02
434342.5
best: 839573.53 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Berzerk
Score· 2018-03-02
57196.7
best: 197376 (Go-Explore)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Bank Heist
Score· 2018-03-02
1716.4
best: 27219.8 (MuZero (Res2 Adam))
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Venture
Score· 2018-03-02
1813
best: 2623.71 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 River Raid
Score· 2018-03-02
63864.4
best: 323417.18 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Up and Down
Score· 2018-03-02
401884.3
best: 986440 (GDI-I3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Frostbite
Score· 2018-03-02
9328.6
best: 631378.53 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Yars Revenge
Score· 2018-03-02
148594.8
best: 998532.37 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Gopher
Score· 2018-03-02
120500.9
best: 488830 (GDI-I3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Space Invaders
Score· 2018-03-02
54681
best: 154380 (GDI-H3(200M frames))
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 James Bond
Score· 2018-03-02
21322.5
best: 620780 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Amidar
Score· 2018-03-02
8659.2
best: 29660.08 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Tennis
Score· 2018-03-02
23.9
best: 24 (GDI-I3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Crazy Climber
Score· 2018-03-02
320426
best: 565909.85 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Asteroids
Score· 2018-03-02
155495.1
best: 760005 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Time Pilot
Score· 2018-03-02
87085
best: 476763.9 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Demon Attack
Score· 2018-03-02
133086.4
best: 787985 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Battle Zone
Score· 2018-03-02
98895
best: 934134.88 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Phoenix
Score· 2018-03-02
224491.1
best: 959580 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Beam Rider
Score· 2018-03-02
63305.2
best: 454993.53 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Kung-Fu Master
Score· 2018-03-02
97829.5
best: 1666665 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Assault
Score· 2018-03-02
24559.4
best: 143972.03 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Alien
Score· 2018-03-02
40804.9
best: 741812.63 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Pitfall!
Score· 2018-03-02
-0.6
best: 102571 (Go-Explore)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Seaquest
Score· 2018-03-02
392952.3
best: 1000000 (GDI-H3(200M frames))
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Chopper Command
Score· 2018-03-02
721851
best: 999999 (GDI-H3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Zaxxon
Score· 2018-03-02
42285.5
best: 725853.9 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Defender
Score· 2018-03-02
411943.5
best: 993010 (CGP)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Robotank
Score· 2018-03-02
73.8
best: 131.13 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Name This Game
Score· 2018-03-02
25783.3
best: 157177.85 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Star Gunner
Score· 2018-03-02
434342.5
best: 839573.53 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Berzerk
Score· 2018-03-02
57196.7
best: 197376 (Go-Explore)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Bank Heist
Score· 2018-03-02
1716.4
best: 27219.8 (MuZero (Res2 Adam))
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Venture
Score· 2018-03-02
1813
best: 2623.71 (Agent57)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 River Raid
Score· 2018-03-02
63864.4
best: 323417.18 (MuZero)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Up and Down
Score· 2018-03-02
401884.3
best: 986440 (GDI-I3)
SOTA
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Boxing
Score· 2018-03-02
100
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Skiing
Score· uses extra data· 2018-03-02
-10789.9
best: 0 (Best Learner)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Double Dunk
Score· 2018-03-02
23.5
best: 24 (UCT)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Ms. Pacman
Score· 2018-03-02
11255.2
best: 243401.1 (MuZero)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Centipede
Score· 2018-03-02
12974
best: 1422628 (Go-Explore)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Tutankham
Score· 2018-03-02
272.6
best: 2354.91 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Freeway
Score· 2018-03-02
33.7
best: 34 (TRPO-hash)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Pong
Score· 2018-03-02
20.9
best: 21 (Duel noop)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Enduro
Score· 2018-03-02
2177.4
best: 14330 (GDI-I3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Krull
Score· 2018-03-02
11741.4
best: 594540 (GDI-H3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Breakout
Score· 2018-03-02
800.9
best: 864 (GDI-H3(200M frames))
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Montezuma's Revenge
Score· 2018-03-02
2500
best: 43791 (Go-Explore)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Gravitar
Score· 2018-03-02
1598.5
best: 19213.96 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Asterix
Score· 2018-03-02
313305
best: 999999 (GDI-H3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Bowling
Score· 2018-03-02
17.6
best: 260.13 (MuZero)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Kangaroo
Score· 2018-03-02
1416
best: 24034.16 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Fishing Derby
Score· 2018-03-02
44.4
best: 91.16 (MuZero)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Solaris
Score· 2018-03-02
2892.9
best: 44199.93 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Surround
Score· 2018-03-02
7.1
best: 10 (NoisyNet-Dueling)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Video Pinball
Score· 2018-03-02
565163.2
best: 999383.2 (R2D2)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Wizard of Wor
Score· 2018-03-02
46204
best: 197126 (MuZero)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Ice Hockey
Score· 2018-03-02
33
best: 481.9 (GDI-H3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Atlantis
Score· 2018-03-02
944497.5
best: 3837300 (GDI-H3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 HERO
Score· 2018-03-02
31655.9
best: 114736.26 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Private Eye
Score· 2018-03-02
49.8
best: 95756 (Go-Explore)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Q*Bert
Score· 2018-03-02
302391.3
best: 580328.14 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Atari GamesonAtari 2600 Road Runner
Score· 2018-03-02
222234.5
best: 999999 (GDI-H3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Boxing
Score· 2018-03-02
100
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Skiing
Score· uses extra data· 2018-03-02
-10789.9
best: 0 (Best Learner)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Double Dunk
Score· 2018-03-02
23.5
best: 24 (UCT)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Ms. Pacman
Score· 2018-03-02
11255.2
best: 243401.1 (MuZero)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Centipede
Score· 2018-03-02
12974
best: 1422628 (Go-Explore)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Tutankham
Score· 2018-03-02
272.6
best: 2354.91 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Freeway
Score· 2018-03-02
33.7
best: 34 (TRPO-hash)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Pong
Score· 2018-03-02
20.9
best: 21 (Duel noop)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Enduro
Score· 2018-03-02
2177.4
best: 14330 (GDI-I3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Krull
Score· 2018-03-02
11741.4
best: 594540 (GDI-H3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Breakout
Score· 2018-03-02
800.9
best: 864 (GDI-H3(200M frames))
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Montezuma's Revenge
Score· 2018-03-02
2500
best: 43791 (Go-Explore)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Gravitar
Score· 2018-03-02
1598.5
best: 19213.96 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Asterix
Score· 2018-03-02
313305
best: 999999 (GDI-H3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Bowling
Score· 2018-03-02
17.6
best: 260.13 (MuZero)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Kangaroo
Score· 2018-03-02
1416
best: 24034.16 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Fishing Derby
Score· 2018-03-02
44.4
best: 91.16 (MuZero)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Solaris
Score· 2018-03-02
2892.9
best: 44199.93 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Surround
Score· 2018-03-02
7.1
best: 10 (NoisyNet-Dueling)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Video Pinball
Score· 2018-03-02
565163.2
best: 999383.2 (R2D2)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Wizard of Wor
Score· 2018-03-02
46204
best: 197126 (MuZero)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Ice Hockey
Score· 2018-03-02
33
best: 481.9 (GDI-H3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Atlantis
Score· 2018-03-02
944497.5
best: 3837300 (GDI-H3)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 HERO
Score· 2018-03-02
31655.9
best: 114736.26 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Private Eye
Score· 2018-03-02
49.8
best: 95756 (Go-Explore)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Q*Bert
Score· 2018-03-02
302391.3
best: 580328.14 (Agent57)
Distributed Prioritized Experience Replay arXiv:1803.00933
Video GamesonAtari 2600 Road Runner
Score· 2018-03-02
222234.5
best: 999999 (GDI-H3)
Distributed Prioritized Experience Replay arXiv:1803.00933