DreamerV2

Reported on 110 benchmarks across 2 tasks · 1 paper

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

Playing Games110 results

Atari GamesonAtari 2600 Boxing
Score· 2020-10-05
92
best: 100 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Skiing
Score· uses extra data· 2020-10-05
-9299
best: 0 (Best Learner)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Double Dunk
Score· 2020-10-05
17
best: 24 (UCT)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Ms. Pacman
Score· 2020-10-05
5652
best: 243401.1 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Centipede
Score· 2020-10-05
11883
best: 1422628 (Go-Explore)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Tutankham
Score· 2020-10-05
264
best: 2354.91 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Freeway
Score· 2020-10-05
33
best: 34 (TRPO-hash)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Pong
Score· 2020-10-05
20
best: 21 (Duel noop)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Enduro
Score· 2020-10-05
1656
best: 14330 (GDI-I3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Krull
Score· 2020-10-05
50061
best: 594540 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Breakout
Score· 2020-10-05
312
best: 864 (GDI-H3(200M frames))
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Frostbite
Score· 2020-10-05
11384
best: 631378.53 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Yars Revenge
Score· 2020-10-05
156748
best: 998532.37 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Montezuma's Revenge
Score· 2020-10-05
81
best: 43791 (Go-Explore)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Gopher
Score· 2020-10-05
92282
best: 488830 (GDI-I3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Space Invaders
Score· 2020-10-05
2474
best: 154380 (GDI-H3(200M frames))
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 James Bond
Score· 2020-10-05
40445
best: 620780 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Amidar
Score· 2020-10-05
2577
best: 29660.08 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Tennis
Score· 2020-10-05
14
best: 24 (GDI-I3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Crazy Climber
Score· 2020-10-05
161839
best: 565909.85 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Asteroids
Score· 2020-10-05
41526
best: 760005 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Gravitar
Score· 2020-10-05
3789
best: 19213.96 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Time Pilot
Score· 2020-10-05
37945
best: 476763.9 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Demon Attack
Score· 2020-10-05
82263
best: 787985 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Battle Zone
Score· 2020-10-05
40325
best: 934134.88 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Phoenix
Score· 2020-10-05
49375
best: 959580 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Beam Rider
Score· 2020-10-05
18646
best: 454993.53 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Asterix
Score· 2020-10-05
72311
best: 999999 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Kung-Fu Master
Score· 2020-10-05
62741
best: 1666665 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Bowling
Score· 2020-10-05
49
best: 260.13 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Kangaroo
Score· 2020-10-05
14064
best: 24034.16 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Assault
Score· 2020-10-05
23625
best: 143972.03 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Alien
Score· 2020-10-05
3967
best: 741812.63 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Fishing Derby
Score· 2020-10-05
65
best: 91.16 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Seaquest
Score· 2020-10-05
7480
best: 1000000 (GDI-H3(200M frames))
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Chopper Command
Score· 2020-10-05
2861
best: 999999 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Solaris
Score· 2020-10-05
922
best: 44199.93 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Video Pinball
Score· 2020-10-05
41860
best: 999383.2 (R2D2)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Wizard of Wor
Score· 2020-10-05
12851
best: 197126 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Zaxxon
Score· 2020-10-05
50699
best: 725853.9 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Robotank
Score· 2020-10-05
78
best: 131.13 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Name This Game
Score· 2020-10-05
14649
best: 157177.85 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Star Gunner
Score· 2020-10-05
7800
best: 839573.53 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Ice Hockey
Score· 2020-10-05
26
best: 481.9 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Berzerk
Score· 2020-10-05
810
best: 197376 (Go-Explore)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Atlantis
Score· 2020-10-05
978778
best: 3837300 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 HERO
Score· 2020-10-05
21868
best: 114736.26 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Bank Heist
Score· 2020-10-05
1126
best: 27219.8 (MuZero (Res2 Adam))
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Venture
Score· 2020-10-05
2
best: 2623.71 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Private Eye
Score· 2020-10-05
2198
best: 95756 (Go-Explore)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Q*Bert
Score· 2020-10-05
94688
best: 580328.14 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 River Raid
Score· 2020-10-05
16351
best: 323417.18 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Road Runner
Score· 2020-10-05
203576
best: 999999 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Up and Down
Score· 2020-10-05
653662
best: 986440 (GDI-I3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Boxing
Score· 2020-10-05
92
best: 100 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Skiing
Score· uses extra data· 2020-10-05
-9299
best: 0 (Best Learner)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Double Dunk
Score· 2020-10-05
17
best: 24 (UCT)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Ms. Pacman
Score· 2020-10-05
5652
best: 243401.1 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Centipede
Score· 2020-10-05
11883
best: 1422628 (Go-Explore)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Tutankham
Score· 2020-10-05
264
best: 2354.91 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Freeway
Score· 2020-10-05
33
best: 34 (TRPO-hash)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Pong
Score· 2020-10-05
20
best: 21 (Duel noop)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Enduro
Score· 2020-10-05
1656
best: 14330 (GDI-I3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Krull
Score· 2020-10-05
50061
best: 594540 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Breakout
Score· 2020-10-05
312
best: 864 (GDI-H3(200M frames))
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Frostbite
Score· 2020-10-05
11384
best: 631378.53 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Yars Revenge
Score· 2020-10-05
156748
best: 998532.37 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Montezuma's Revenge
Score· 2020-10-05
81
best: 43791 (Go-Explore)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Gopher
Score· 2020-10-05
92282
best: 488830 (GDI-I3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Space Invaders
Score· 2020-10-05
2474
best: 154380 (GDI-H3(200M frames))
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 James Bond
Score· 2020-10-05
40445
best: 620780 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Amidar
Score· 2020-10-05
2577
best: 29660.08 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Tennis
Score· 2020-10-05
14
best: 24 (GDI-I3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Crazy Climber
Score· 2020-10-05
161839
best: 565909.85 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Asteroids
Score· 2020-10-05
41526
best: 760005 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Gravitar
Score· 2020-10-05
3789
best: 19213.96 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Time Pilot
Score· 2020-10-05
37945
best: 476763.9 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Demon Attack
Score· 2020-10-05
82263
best: 787985 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Battle Zone
Score· 2020-10-05
40325
best: 934134.88 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Phoenix
Score· 2020-10-05
49375
best: 959580 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Beam Rider
Score· 2020-10-05
18646
best: 454993.53 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Asterix
Score· 2020-10-05
72311
best: 999999 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Kung-Fu Master
Score· 2020-10-05
62741
best: 1666665 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Bowling
Score· 2020-10-05
49
best: 260.13 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Kangaroo
Score· 2020-10-05
14064
best: 24034.16 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Assault
Score· 2020-10-05
23625
best: 143972.03 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Alien
Score· 2020-10-05
3967
best: 741812.63 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Fishing Derby
Score· 2020-10-05
65
best: 91.16 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Seaquest
Score· 2020-10-05
7480
best: 1000000 (GDI-H3(200M frames))
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Chopper Command
Score· 2020-10-05
2861
best: 999999 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Solaris
Score· 2020-10-05
922
best: 44199.93 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Video Pinball
Score· 2020-10-05
41860
best: 999383.2 (R2D2)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Wizard of Wor
Score· 2020-10-05
12851
best: 197126 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Zaxxon
Score· 2020-10-05
50699
best: 725853.9 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Robotank
Score· 2020-10-05
78
best: 131.13 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Name This Game
Score· 2020-10-05
14649
best: 157177.85 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Star Gunner
Score· 2020-10-05
7800
best: 839573.53 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Ice Hockey
Score· 2020-10-05
26
best: 481.9 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Berzerk
Score· 2020-10-05
810
best: 197376 (Go-Explore)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Atlantis
Score· 2020-10-05
978778
best: 3837300 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 HERO
Score· 2020-10-05
21868
best: 114736.26 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Bank Heist
Score· 2020-10-05
1126
best: 27219.8 (MuZero (Res2 Adam))
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Venture
Score· 2020-10-05
2
best: 2623.71 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Private Eye
Score· 2020-10-05
2198
best: 95756 (Go-Explore)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Q*Bert
Score· 2020-10-05
94688
best: 580328.14 (Agent57)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 River Raid
Score· 2020-10-05
16351
best: 323417.18 (MuZero)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Road Runner
Score· 2020-10-05
203576
best: 999999 (GDI-H3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Video GamesonAtari 2600 Up and Down
Score· 2020-10-05
653662
best: 986440 (GDI-I3)
Mastering Atari with Discrete World Models arXiv:2010.02193
Atari GamesonAtari 2600 Pitfall!
Score
0
best: 102571 (Go-Explore)
Video GamesonAtari 2600 Pitfall!
Score
0
best: 102571 (Go-Explore)