QR-DQN-1

Reported on 114 benchmarks across 2 tasks · 1 paper · 16 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 Tutankham
Score· 2017-10-27
297
best: 2354.91 (Agent57)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Gopher
Score· 2017-10-27
113585
best: 488830 (GDI-I3)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Tennis
Score· 2017-10-27
23.6
best: 24 (GDI-I3)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Kung-Fu Master
Score· 2017-10-27
76642
best: 1666665 (GDI-H3)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Assault
Score· 2017-10-27
22012
best: 143972.03 (MuZero)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Solaris
Score· 2017-10-27
6740
best: 44199.93 (Agent57)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Name This Game
Score· 2017-10-27
21890
best: 157177.85 (MuZero)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Q*Bert
Score· 2017-10-27
572510
best: 580328.14 (Agent57)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Tutankham
Score· 2017-10-27
297
best: 2354.91 (Agent57)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Gopher
Score· 2017-10-27
113585
best: 488830 (GDI-I3)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Tennis
Score· 2017-10-27
23.6
best: 24 (GDI-I3)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Kung-Fu Master
Score· 2017-10-27
76642
best: 1666665 (GDI-H3)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Assault
Score· 2017-10-27
22012
best: 143972.03 (MuZero)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Solaris
Score· 2017-10-27
6740
best: 44199.93 (Agent57)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Name This Game
Score· 2017-10-27
21890
best: 157177.85 (MuZero)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Q*Bert
Score· 2017-10-27
572510
best: 580328.14 (Agent57)
SOTA
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Boxing
Score· 2017-10-27
99.9
best: 100 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Skiing
Score· uses extra data· 2017-10-27
-9324
best: 0 (Best Learner)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Double Dunk
Score· 2017-10-27
21.9
best: 24 (UCT)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Ms. Pacman
Score· 2017-10-27
5821
best: 243401.1 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Centipede
Score· 2017-10-27
12447
best: 1422628 (Go-Explore)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Freeway
Score· 2017-10-27
34
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Pong
Score· 2017-10-27
21
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Enduro
Score· 2017-10-27
2355
best: 14330 (GDI-I3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Krull
Score· 2017-10-27
11447
best: 594540 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Breakout
Score· 2017-10-27
742
best: 864 (GDI-H3(200M frames))
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Frostbite
Score· 2017-10-27
4384
best: 631378.53 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Yars Revenge
Score· 2017-10-27
26447
best: 998532.37 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Space Invaders
Score· 2017-10-27
20972
best: 154380 (GDI-H3(200M frames))
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 James Bond
Score· 2017-10-27
4703
best: 620780 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Amidar
Score· 2017-10-27
1641
best: 29660.08 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Crazy Climber
Score· 2017-10-27
161196
best: 565909.85 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Asteroids
Score· 2017-10-27
4226
best: 760005 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Gravitar
Score· 2017-10-27
995
best: 19213.96 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Time Pilot
Score· 2017-10-27
10345
best: 476763.9 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Demon Attack
Score· 2017-10-27
121551
best: 787985 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Battle Zone
Score· 2017-10-27
39268
best: 934134.88 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Phoenix
Score· 2017-10-27
16585
best: 959580 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Beam Rider
Score· 2017-10-27
34821
best: 454993.53 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Asterix
Score· 2017-10-27
261025
best: 999999 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Bowling
Score· 2017-10-27
77.2
best: 260.13 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Kangaroo
Score· 2017-10-27
15356
best: 24034.16 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Alien
Score· 2017-10-27
4871
best: 741812.63 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Fishing Derby
Score· 2017-10-27
39
best: 91.16 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Seaquest
Score· 2017-10-27
8268
best: 1000000 (GDI-H3(200M frames))
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Chopper Command
Score· 2017-10-27
14667
best: 999999 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Surround
Score· 2017-10-27
8.2
best: 10 (NoisyNet-Dueling)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Video Pinball
Score· 2017-10-27
705662
best: 999383.2 (R2D2)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Wizard of Wor
Score· 2017-10-27
25061
best: 197126 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Zaxxon
Score· 2017-10-27
13112
best: 725853.9 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Defender
Score· 2017-10-27
47887
best: 993010 (CGP)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Robotank
Score· 2017-10-27
59.4
best: 131.13 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Star Gunner
Score· 2017-10-27
77495
best: 839573.53 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Ice Hockey
Score· 2017-10-27
-1.7
best: 481.9 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Berzerk
Score· 2017-10-27
3117
best: 197376 (Go-Explore)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Atlantis
Score· 2017-10-27
971850
best: 3837300 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 HERO
Score· 2017-10-27
21395
best: 114736.26 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Bank Heist
Score· 2017-10-27
1249
best: 27219.8 (MuZero (Res2 Adam))
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Venture
Score· 2017-10-27
43.9
best: 2623.71 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Private Eye
Score· 2017-10-27
350
best: 95756 (Go-Explore)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 River Raid
Score· 2017-10-27
17571
best: 323417.18 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Road Runner
Score· 2017-10-27
64262
best: 999999 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Up and Down
Score· 2017-10-27
71260
best: 986440 (GDI-I3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Boxing
Score· 2017-10-27
99.9
best: 100 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Skiing
Score· uses extra data· 2017-10-27
-9324
best: 0 (Best Learner)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Double Dunk
Score· 2017-10-27
21.9
best: 24 (UCT)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Ms. Pacman
Score· 2017-10-27
5821
best: 243401.1 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Centipede
Score· 2017-10-27
12447
best: 1422628 (Go-Explore)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Freeway
Score· 2017-10-27
34
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Pong
Score· 2017-10-27
21
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Enduro
Score· 2017-10-27
2355
best: 14330 (GDI-I3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Krull
Score· 2017-10-27
11447
best: 594540 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Breakout
Score· 2017-10-27
742
best: 864 (GDI-H3(200M frames))
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Frostbite
Score· 2017-10-27
4384
best: 631378.53 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Yars Revenge
Score· 2017-10-27
26447
best: 998532.37 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Space Invaders
Score· 2017-10-27
20972
best: 154380 (GDI-H3(200M frames))
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 James Bond
Score· 2017-10-27
4703
best: 620780 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Amidar
Score· 2017-10-27
1641
best: 29660.08 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Crazy Climber
Score· 2017-10-27
161196
best: 565909.85 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Asteroids
Score· 2017-10-27
4226
best: 760005 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Gravitar
Score· 2017-10-27
995
best: 19213.96 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Time Pilot
Score· 2017-10-27
10345
best: 476763.9 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Demon Attack
Score· 2017-10-27
121551
best: 787985 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Battle Zone
Score· 2017-10-27
39268
best: 934134.88 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Phoenix
Score· 2017-10-27
16585
best: 959580 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Beam Rider
Score· 2017-10-27
34821
best: 454993.53 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Asterix
Score· 2017-10-27
261025
best: 999999 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Bowling
Score· 2017-10-27
77.2
best: 260.13 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Kangaroo
Score· 2017-10-27
15356
best: 24034.16 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Alien
Score· 2017-10-27
4871
best: 741812.63 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Fishing Derby
Score· 2017-10-27
39
best: 91.16 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Seaquest
Score· 2017-10-27
8268
best: 1000000 (GDI-H3(200M frames))
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Chopper Command
Score· 2017-10-27
14667
best: 999999 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Surround
Score· 2017-10-27
8.2
best: 10 (NoisyNet-Dueling)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Video Pinball
Score· 2017-10-27
705662
best: 999383.2 (R2D2)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Wizard of Wor
Score· 2017-10-27
25061
best: 197126 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Zaxxon
Score· 2017-10-27
13112
best: 725853.9 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Defender
Score· 2017-10-27
47887
best: 993010 (CGP)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Robotank
Score· 2017-10-27
59.4
best: 131.13 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Star Gunner
Score· 2017-10-27
77495
best: 839573.53 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Ice Hockey
Score· 2017-10-27
-1.7
best: 481.9 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Berzerk
Score· 2017-10-27
3117
best: 197376 (Go-Explore)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Atlantis
Score· 2017-10-27
971850
best: 3837300 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 HERO
Score· 2017-10-27
21395
best: 114736.26 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Bank Heist
Score· 2017-10-27
1249
best: 27219.8 (MuZero (Res2 Adam))
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Venture
Score· 2017-10-27
43.9
best: 2623.71 (Agent57)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Private Eye
Score· 2017-10-27
350
best: 95756 (Go-Explore)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 River Raid
Score· 2017-10-27
17571
best: 323417.18 (MuZero)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Road Runner
Score· 2017-10-27
64262
best: 999999 (GDI-H3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Video GamesonAtari 2600 Up and Down
Score· 2017-10-27
71260
best: 986440 (GDI-I3)
Distributional Reinforcement Learning with Quantile Regression arXiv:1710.10044
Atari GamesonAtari 2600 Montezuma's Revenge
Score
0
best: 43791 (Go-Explore)
Atari GamesonAtari 2600 Pitfall!
Score
0
best: 102571 (Go-Explore)
Video GamesonAtari 2600 Montezuma's Revenge
Score
0
best: 43791 (Go-Explore)
Video GamesonAtari 2600 Pitfall!
Score
0
best: 102571 (Go-Explore)