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Models/FQF

FQF

Reported on 48 benchmarks across 2 tasks · 1 paper · 10 SOTA

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

Playing Games48 results

Atari GamesonAtari 2600 James Bond
Score· 2019-11-05
87291.7
best: 620780 (GDI-H3)
SOTA
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Asterix
Score· 2019-11-05
578388.5
best: 999999 (GDI-H3)
SOTA
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Kung-Fu Master
Score· 2019-11-05
111138.5
best: 1666665 (GDI-H3)
SOTA
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Chopper Command
Score· 2019-11-05
876460
best: 999999 (GDI-H3)
SOTA
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Robotank
Score· 2019-11-05
75.7
best: 131.13 (MuZero)
SOTA
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 James Bond
Score· 2019-11-05
87291.7
best: 620780 (GDI-H3)
SOTA
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Asterix
Score· 2019-11-05
578388.5
best: 999999 (GDI-H3)
SOTA
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Kung-Fu Master
Score· 2019-11-05
111138.5
best: 1666665 (GDI-H3)
SOTA
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Chopper Command
Score· 2019-11-05
876460
best: 999999 (GDI-H3)
SOTA
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Robotank
Score· 2019-11-05
75.7
best: 131.13 (MuZero)
SOTA
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Skiing
Score· uses extra data· 2019-11-05
-9085.3
best: 0 (Best Learner)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Ms. Pacman
Score· 2019-11-05
7631.9
best: 243401.1 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Breakout
Score· 2019-11-05
854.2
best: 864 (GDI-H3(200M frames))
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Space Invaders
Score· 2019-11-05
46498.3
best: 154380 (GDI-H3(200M frames))
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Amidar
Score· 2019-11-05
3165.3
best: 29660.08 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Crazy Climber
Score· 2019-11-05
223470.6
best: 565909.85 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Asteroids
Score· 2019-11-05
4553
best: 760005 (GDI-H3)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Gravitar
Score· 2019-11-05
1406
best: 19213.96 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Battle Zone
Score· 2019-11-05
87928.6
best: 934134.88 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Phoenix
Score· 2019-11-05
174077.5
best: 959580 (GDI-H3)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Bowling
Score· 2019-11-05
102.3
best: 260.13 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Alien
Score· 2019-11-05
16754.6
best: 741812.63 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Fishing Derby
Score· 2019-11-05
52.7
best: 91.16 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Wizard of Wor
Score· 2019-11-05
44782.6
best: 197126 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Star Gunner
Score· 2019-11-05
131981.2
best: 839573.53 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Ice Hockey
Score· 2019-11-05
17.3
best: 481.9 (GDI-H3)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 Berzerk
Score· 2019-11-05
12422.2
best: 197376 (Go-Explore)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 HERO
Score· 2019-11-05
30926.2
best: 114736.26 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Atari GamesonAtari 2600 River Raid
Score· 2019-11-05
23560.7
best: 323417.18 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Skiing
Score· uses extra data· 2019-11-05
-9085.3
best: 0 (Best Learner)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Ms. Pacman
Score· 2019-11-05
7631.9
best: 243401.1 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Breakout
Score· 2019-11-05
854.2
best: 864 (GDI-H3(200M frames))
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Space Invaders
Score· 2019-11-05
46498.3
best: 154380 (GDI-H3(200M frames))
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Amidar
Score· 2019-11-05
3165.3
best: 29660.08 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Crazy Climber
Score· 2019-11-05
223470.6
best: 565909.85 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Asteroids
Score· 2019-11-05
4553
best: 760005 (GDI-H3)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Gravitar
Score· 2019-11-05
1406
best: 19213.96 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Battle Zone
Score· 2019-11-05
87928.6
best: 934134.88 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Phoenix
Score· 2019-11-05
174077.5
best: 959580 (GDI-H3)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Bowling
Score· 2019-11-05
102.3
best: 260.13 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Alien
Score· 2019-11-05
16754.6
best: 741812.63 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Fishing Derby
Score· 2019-11-05
52.7
best: 91.16 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Wizard of Wor
Score· 2019-11-05
44782.6
best: 197126 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Star Gunner
Score· 2019-11-05
131981.2
best: 839573.53 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Ice Hockey
Score· 2019-11-05
17.3
best: 481.9 (GDI-H3)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 Berzerk
Score· 2019-11-05
12422.2
best: 197376 (Go-Explore)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 HERO
Score· 2019-11-05
30926.2
best: 114736.26 (Agent57)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140
Video GamesonAtari 2600 River Raid
Score· 2019-11-05
23560.7
best: 323417.18 (MuZero)
Fully Parameterized Quantile Function for Distributional Reinforcement Learning arXiv:1911.02140