IQN

Reported on 114 benchmarks across 2 tasks · 1 paper · 4 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 James Bond
Score· 2018-06-14
35108
best: 620780 (GDI-H3)
SOTA
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Assault
Score· 2018-06-14
29091
best: 143972.03 (MuZero)
SOTA
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 James Bond
Score· 2018-06-14
35108
best: 620780 (GDI-H3)
SOTA
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Assault
Score· 2018-06-14
29091
best: 143972.03 (MuZero)
SOTA
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Boxing
Score· 2018-06-14
99.8
best: 100 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Skiing
Score· uses extra data· 2018-06-14
-9289
best: 0 (Best Learner)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Double Dunk
Score· 2018-06-14
5.6
best: 24 (UCT)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Ms. Pacman
Score· 2018-06-14
6349
best: 243401.1 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Centipede
Score· 2018-06-14
11561
best: 1422628 (Go-Explore)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Tutankham
Score· 2018-06-14
293
best: 2354.91 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Freeway
Score· 2018-06-14
34
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Pong
Score· 2018-06-14
21
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Enduro
Score· 2018-06-14
2359
best: 14330 (GDI-I3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Krull
Score· 2018-06-14
10707
best: 594540 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Breakout
Score· 2018-06-14
734
best: 864 (GDI-H3(200M frames))
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Frostbite
Score· 2018-06-14
4324
best: 631378.53 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Yars Revenge
Score· 2018-06-14
28379
best: 998532.37 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Gopher
Score· 2018-06-14
118365
best: 488830 (GDI-I3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Space Invaders
Score· 2018-06-14
28888
best: 154380 (GDI-H3(200M frames))
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Amidar
Score· 2018-06-14
2946
best: 29660.08 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Tennis
Score· 2018-06-14
23.6
best: 24 (GDI-I3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Crazy Climber
Score· 2018-06-14
179082
best: 565909.85 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Asteroids
Score· 2018-06-14
2898
best: 760005 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Gravitar
Score· 2018-06-14
911
best: 19213.96 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Time Pilot
Score· 2018-06-14
12236
best: 476763.9 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Demon Attack
Score· 2018-06-14
128580
best: 787985 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Battle Zone
Score· 2018-06-14
42244
best: 934134.88 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Phoenix
Score· 2018-06-14
56599
best: 959580 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Beam Rider
Score· 2018-06-14
42776
best: 454993.53 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Asterix
Score· 2018-06-14
342016
best: 999999 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Kung-Fu Master
Score· 2018-06-14
73512
best: 1666665 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Bowling
Score· 2018-06-14
86.5
best: 260.13 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Kangaroo
Score· 2018-06-14
15487
best: 24034.16 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Alien
Score· 2018-06-14
7022
best: 741812.63 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Fishing Derby
Score· 2018-06-14
33.8
best: 91.16 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Seaquest
Score· 2018-06-14
30140
best: 1000000 (GDI-H3(200M frames))
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Chopper Command
Score· 2018-06-14
16836
best: 999999 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Solaris
Score· 2018-06-14
8007
best: 44199.93 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Surround
Score· 2018-06-14
9.4
best: 10 (NoisyNet-Dueling)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Video Pinball
Score· 2018-06-14
698045
best: 999383.2 (R2D2)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Wizard of Wor
Score· 2018-06-14
31190
best: 197126 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Zaxxon
Score· 2018-06-14
21772
best: 725853.9 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Defender
Score· 2018-06-14
53537
best: 993010 (CGP)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Robotank
Score· 2018-06-14
62.5
best: 131.13 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Name This Game
Score· 2018-06-14
22682
best: 157177.85 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Star Gunner
Score· 2018-06-14
74677
best: 839573.53 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Ice Hockey
Score· 2018-06-14
0.2
best: 481.9 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Berzerk
Score· 2018-06-14
1053
best: 197376 (Go-Explore)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Atlantis
Score· 2018-06-14
978200
best: 3837300 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 HERO
Score· 2018-06-14
28386
best: 114736.26 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Bank Heist
Score· 2018-06-14
1416
best: 27219.8 (MuZero (Res2 Adam))
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Venture
Score· 2018-06-14
1318
best: 2623.71 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Private Eye
Score· 2018-06-14
200
best: 95756 (Go-Explore)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Q*Bert
Score· 2018-06-14
25750
best: 580328.14 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 River Raid
Score· 2018-06-14
17765
best: 323417.18 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Road Runner
Score· 2018-06-14
57900
best: 999999 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Atari GamesonAtari 2600 Up and Down
Score· 2018-06-14
88148
best: 986440 (GDI-I3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Boxing
Score· 2018-06-14
99.8
best: 100 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Skiing
Score· uses extra data· 2018-06-14
-9289
best: 0 (Best Learner)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Double Dunk
Score· 2018-06-14
5.6
best: 24 (UCT)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Ms. Pacman
Score· 2018-06-14
6349
best: 243401.1 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Centipede
Score· 2018-06-14
11561
best: 1422628 (Go-Explore)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Tutankham
Score· 2018-06-14
293
best: 2354.91 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Freeway
Score· 2018-06-14
34
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Pong
Score· 2018-06-14
21
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Enduro
Score· 2018-06-14
2359
best: 14330 (GDI-I3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Krull
Score· 2018-06-14
10707
best: 594540 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Breakout
Score· 2018-06-14
734
best: 864 (GDI-H3(200M frames))
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Frostbite
Score· 2018-06-14
4324
best: 631378.53 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Yars Revenge
Score· 2018-06-14
28379
best: 998532.37 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Gopher
Score· 2018-06-14
118365
best: 488830 (GDI-I3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Space Invaders
Score· 2018-06-14
28888
best: 154380 (GDI-H3(200M frames))
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Amidar
Score· 2018-06-14
2946
best: 29660.08 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Tennis
Score· 2018-06-14
23.6
best: 24 (GDI-I3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Crazy Climber
Score· 2018-06-14
179082
best: 565909.85 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Asteroids
Score· 2018-06-14
2898
best: 760005 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Gravitar
Score· 2018-06-14
911
best: 19213.96 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Time Pilot
Score· 2018-06-14
12236
best: 476763.9 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Demon Attack
Score· 2018-06-14
128580
best: 787985 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Battle Zone
Score· 2018-06-14
42244
best: 934134.88 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Phoenix
Score· 2018-06-14
56599
best: 959580 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Beam Rider
Score· 2018-06-14
42776
best: 454993.53 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Asterix
Score· 2018-06-14
342016
best: 999999 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Kung-Fu Master
Score· 2018-06-14
73512
best: 1666665 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Bowling
Score· 2018-06-14
86.5
best: 260.13 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Kangaroo
Score· 2018-06-14
15487
best: 24034.16 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Alien
Score· 2018-06-14
7022
best: 741812.63 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Fishing Derby
Score· 2018-06-14
33.8
best: 91.16 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Seaquest
Score· 2018-06-14
30140
best: 1000000 (GDI-H3(200M frames))
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Chopper Command
Score· 2018-06-14
16836
best: 999999 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Solaris
Score· 2018-06-14
8007
best: 44199.93 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Surround
Score· 2018-06-14
9.4
best: 10 (NoisyNet-Dueling)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Video Pinball
Score· 2018-06-14
698045
best: 999383.2 (R2D2)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Wizard of Wor
Score· 2018-06-14
31190
best: 197126 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Zaxxon
Score· 2018-06-14
21772
best: 725853.9 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Defender
Score· 2018-06-14
53537
best: 993010 (CGP)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Robotank
Score· 2018-06-14
62.5
best: 131.13 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Name This Game
Score· 2018-06-14
22682
best: 157177.85 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Star Gunner
Score· 2018-06-14
74677
best: 839573.53 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Ice Hockey
Score· 2018-06-14
0.2
best: 481.9 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Berzerk
Score· 2018-06-14
1053
best: 197376 (Go-Explore)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Atlantis
Score· 2018-06-14
978200
best: 3837300 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 HERO
Score· 2018-06-14
28386
best: 114736.26 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Bank Heist
Score· 2018-06-14
1416
best: 27219.8 (MuZero (Res2 Adam))
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Venture
Score· 2018-06-14
1318
best: 2623.71 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Private Eye
Score· 2018-06-14
200
best: 95756 (Go-Explore)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Q*Bert
Score· 2018-06-14
25750
best: 580328.14 (Agent57)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 River Raid
Score· 2018-06-14
17765
best: 323417.18 (MuZero)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Road Runner
Score· 2018-06-14
57900
best: 999999 (GDI-H3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
Video GamesonAtari 2600 Up and Down
Score· 2018-06-14
88148
best: 986440 (GDI-I3)
Implicit Quantile Networks for Distributional Reinforcement Learning arXiv:1806.06923
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)