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Models/ES FF (1 hour) noop

ES FF (1 hour) noop

Reported on 90 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 Games90 results

Atari GamesonAtari 2600 Boxing
Score· 2017-03-10
49.8
best: 100 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Double Dunk
Score· 2017-03-10
0.2
best: 24 (UCT)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Centipede
Score· 2017-03-10
7783.9
best: 1422628 (Go-Explore)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Tutankham
Score· 2017-03-10
130.3
best: 2354.91 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Freeway
Score· 2017-03-10
31
best: 34 (TRPO-hash)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Pong
Score· 2017-03-10
21
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Enduro
Score· 2017-03-10
95
best: 14330 (GDI-I3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Krull
Score· 2017-03-10
8647.2
best: 594540 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Breakout
Score· 2017-03-10
9.5
best: 864 (GDI-H3(200M frames))
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Frostbite
Score· 2017-03-10
370
best: 631378.53 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Gopher
Score· 2017-03-10
582
best: 488830 (GDI-I3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Space Invaders
Score· 2017-03-10
678.5
best: 154380 (GDI-H3(200M frames))
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Amidar
Score· 2017-03-10
112
best: 29660.08 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Tennis
Score· 2017-03-10
-4.5
best: 24 (GDI-I3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Crazy Climber
Score· 2017-03-10
26430
best: 565909.85 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Asteroids
Score· 2017-03-10
1562
best: 760005 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Gravitar
Score· 2017-03-10
805
best: 19213.96 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Time Pilot
Score· 2017-03-10
4970
best: 476763.9 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Demon Attack
Score· 2017-03-10
1166.5
best: 787985 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Battle Zone
Score· 2017-03-10
16600
best: 934134.88 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Beam Rider
Score· 2017-03-10
744
best: 454993.53 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Asterix
Score· 2017-03-10
1440
best: 999999 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Bowling
Score· 2017-03-10
30
best: 260.13 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Kangaroo
Score· 2017-03-10
11200
best: 24034.16 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Assault
Score· 2017-03-10
1673.9
best: 143972.03 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Alien
Score· 2017-03-10
994
best: 741812.63 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Fishing Derby
Score· 2017-03-10
-49
best: 91.16 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Seaquest
Score· 2017-03-10
1390
best: 1000000 (GDI-H3(200M frames))
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Chopper Command
Score· 2017-03-10
3710
best: 999999 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Video Pinball
Score· 2017-03-10
22834.8
best: 999383.2 (R2D2)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Wizard of Wor
Score· 2017-03-10
3480
best: 197126 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Zaxxon
Score· 2017-03-10
6380
best: 725853.9 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Robotank
Score· 2017-03-10
11.9
best: 131.13 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Name This Game
Score· 2017-03-10
4503
best: 157177.85 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Star Gunner
Score· 2017-03-10
1470
best: 839573.53 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Ice Hockey
Score· 2017-03-10
-4.1
best: 481.9 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Berzerk
Score· 2017-03-10
686
best: 197376 (Go-Explore)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Atlantis
Score· 2017-03-10
1267410
best: 3837300 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Bank Heist
Score· 2017-03-10
225
best: 27219.8 (MuZero (Res2 Adam))
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Venture
Score· 2017-03-10
760
best: 2623.71 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Private Eye
Score· 2017-03-10
100
best: 95756 (Go-Explore)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Q*Bert
Score· 2017-03-10
147.5
best: 580328.14 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 River Raid
Score· 2017-03-10
5009
best: 323417.18 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Road Runner
Score· 2017-03-10
16590
best: 999999 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Atari GamesonAtari 2600 Up and Down
Score· 2017-03-10
67974
best: 986440 (GDI-I3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Boxing
Score· 2017-03-10
49.8
best: 100 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Double Dunk
Score· 2017-03-10
0.2
best: 24 (UCT)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Centipede
Score· 2017-03-10
7783.9
best: 1422628 (Go-Explore)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Tutankham
Score· 2017-03-10
130.3
best: 2354.91 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Freeway
Score· 2017-03-10
31
best: 34 (TRPO-hash)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Pong
Score· 2017-03-10
21
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Enduro
Score· 2017-03-10
95
best: 14330 (GDI-I3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Krull
Score· 2017-03-10
8647.2
best: 594540 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Breakout
Score· 2017-03-10
9.5
best: 864 (GDI-H3(200M frames))
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Frostbite
Score· 2017-03-10
370
best: 631378.53 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Gopher
Score· 2017-03-10
582
best: 488830 (GDI-I3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Space Invaders
Score· 2017-03-10
678.5
best: 154380 (GDI-H3(200M frames))
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Amidar
Score· 2017-03-10
112
best: 29660.08 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Tennis
Score· 2017-03-10
-4.5
best: 24 (GDI-I3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Crazy Climber
Score· 2017-03-10
26430
best: 565909.85 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Asteroids
Score· 2017-03-10
1562
best: 760005 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Gravitar
Score· 2017-03-10
805
best: 19213.96 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Time Pilot
Score· 2017-03-10
4970
best: 476763.9 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Demon Attack
Score· 2017-03-10
1166.5
best: 787985 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Battle Zone
Score· 2017-03-10
16600
best: 934134.88 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Beam Rider
Score· 2017-03-10
744
best: 454993.53 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Asterix
Score· 2017-03-10
1440
best: 999999 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Bowling
Score· 2017-03-10
30
best: 260.13 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Kangaroo
Score· 2017-03-10
11200
best: 24034.16 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Assault
Score· 2017-03-10
1673.9
best: 143972.03 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Alien
Score· 2017-03-10
994
best: 741812.63 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Fishing Derby
Score· 2017-03-10
-49
best: 91.16 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Seaquest
Score· 2017-03-10
1390
best: 1000000 (GDI-H3(200M frames))
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Chopper Command
Score· 2017-03-10
3710
best: 999999 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Video Pinball
Score· 2017-03-10
22834.8
best: 999383.2 (R2D2)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Wizard of Wor
Score· 2017-03-10
3480
best: 197126 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Zaxxon
Score· 2017-03-10
6380
best: 725853.9 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Robotank
Score· 2017-03-10
11.9
best: 131.13 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Name This Game
Score· 2017-03-10
4503
best: 157177.85 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Star Gunner
Score· 2017-03-10
1470
best: 839573.53 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Ice Hockey
Score· 2017-03-10
-4.1
best: 481.9 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Berzerk
Score· 2017-03-10
686
best: 197376 (Go-Explore)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Atlantis
Score· 2017-03-10
1267410
best: 3837300 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Bank Heist
Score· 2017-03-10
225
best: 27219.8 (MuZero (Res2 Adam))
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Venture
Score· 2017-03-10
760
best: 2623.71 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Private Eye
Score· 2017-03-10
100
best: 95756 (Go-Explore)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Q*Bert
Score· 2017-03-10
147.5
best: 580328.14 (Agent57)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 River Raid
Score· 2017-03-10
5009
best: 323417.18 (MuZero)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Road Runner
Score· 2017-03-10
16590
best: 999999 (GDI-H3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864
Video GamesonAtari 2600 Up and Down
Score· 2017-03-10
67974
best: 986440 (GDI-I3)
Evolution Strategies as a Scalable Alternative to Reinforcement Learning arXiv:1703.03864