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Models/Bootstrapped DQN

Bootstrapped DQN

Reported on 98 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Playing Games98 results

Atari GamesonAtari 2600 Freeway
Score· 2016-02-15
33.9
best: 34 (TRPO-hash)
SOTA
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Breakout
Score· 2016-02-15
855
best: 864 (GDI-H3(200M frames))
SOTA
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Video Pinball
Score· 2016-02-15
811610
best: 999383.2 (R2D2)
SOTA
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Freeway
Score· 2016-02-15
33.9
best: 34 (TRPO-hash)
SOTA
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Breakout
Score· 2016-02-15
855
best: 864 (GDI-H3(200M frames))
SOTA
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Video Pinball
Score· 2016-02-15
811610
best: 999383.2 (R2D2)
SOTA
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Boxing
Score· 2016-02-15
93.2
best: 100 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Double Dunk
Score· 2016-02-15
3
best: 24 (UCT)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Ms. Pacman
Score· 2016-02-15
2983.3
best: 243401.1 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Centipede
Score· 2016-02-15
4553.5
best: 1422628 (Go-Explore)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Tutankham
Score· 2016-02-15
214.8
best: 2354.91 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Pong
Score· 2016-02-15
20.9
best: 21 (Duel noop)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Enduro
Score· 2016-02-15
1591
best: 14330 (GDI-I3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Krull
Score· 2016-02-15
8627.9
best: 594540 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Frostbite
Score· 2016-02-15
2181.4
best: 631378.53 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Montezuma's Revenge
Score· 2016-02-15
100
best: 43791 (Go-Explore)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Gopher
Score· 2016-02-15
17438.4
best: 488830 (GDI-I3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Space Invaders
Score· 2016-02-15
2893
best: 154380 (GDI-H3(200M frames))
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 James Bond
Score· 2016-02-15
1663.5
best: 620780 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Amidar
Score· 2016-02-15
1272.5
best: 29660.08 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Crazy Climber
Score· 2016-02-15
137925.9
best: 565909.85 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Asteroids
Score· 2016-02-15
1032
best: 760005 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Gravitar
Score· 2016-02-15
286.1
best: 19213.96 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Time Pilot
Score· 2016-02-15
9079.4
best: 476763.9 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Demon Attack
Score· 2016-02-15
82610
best: 787985 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Battle Zone
Score· 2016-02-15
38666.7
best: 934134.88 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Beam Rider
Score· 2016-02-15
23429.8
best: 454993.53 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Asterix
Score· 2016-02-15
19713.2
best: 999999 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Kung-Fu Master
Score· 2016-02-15
36733.3
best: 1666665 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Bowling
Score· 2016-02-15
60.2
best: 260.13 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Kangaroo
Score· 2016-02-15
14862.5
best: 24034.16 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Assault
Score· 2016-02-15
8047.1
best: 143972.03 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Alien
Score· 2016-02-15
2436.6
best: 741812.63 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Fishing Derby
Score· 2016-02-15
26
best: 91.16 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Seaquest
Score· 2016-02-15
9083.1
best: 1000000 (GDI-H3(200M frames))
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Chopper Command
Score· 2016-02-15
4100
best: 999999 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Wizard of Wor
Score· 2016-02-15
6804.7
best: 197126 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Zaxxon
Score· 2016-02-15
11491.7
best: 725853.9 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Robotank
Score· 2016-02-15
66.6
best: 131.13 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Name This Game
Score· 2016-02-15
11501.1
best: 157177.85 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Star Gunner
Score· 2016-02-15
55725
best: 839573.53 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Ice Hockey
Score· 2016-02-15
-1.3
best: 481.9 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Atlantis
Score· 2016-02-15
994500
best: 3837300 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 HERO
Score· 2016-02-15
21021.3
best: 114736.26 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Bank Heist
Score· 2016-02-15
1208
best: 27219.8 (MuZero (Res2 Adam))
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Venture
Score· 2016-02-15
212.5
best: 2623.71 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Private Eye
Score· 2016-02-15
1812.5
best: 95756 (Go-Explore)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Q*Bert
Score· 2016-02-15
15092.7
best: 580328.14 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 River Raid
Score· 2016-02-15
12845
best: 323417.18 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Road Runner
Score· 2016-02-15
51500
best: 999999 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Up and Down
Score· 2016-02-15
26231
best: 986440 (GDI-I3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Boxing
Score· 2016-02-15
93.2
best: 100 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Double Dunk
Score· 2016-02-15
3
best: 24 (UCT)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Ms. Pacman
Score· 2016-02-15
2983.3
best: 243401.1 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Centipede
Score· 2016-02-15
4553.5
best: 1422628 (Go-Explore)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Tutankham
Score· 2016-02-15
214.8
best: 2354.91 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Pong
Score· 2016-02-15
20.9
best: 21 (Duel noop)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Enduro
Score· 2016-02-15
1591
best: 14330 (GDI-I3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Krull
Score· 2016-02-15
8627.9
best: 594540 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Frostbite
Score· 2016-02-15
2181.4
best: 631378.53 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Montezuma's Revenge
Score· 2016-02-15
100
best: 43791 (Go-Explore)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Gopher
Score· 2016-02-15
17438.4
best: 488830 (GDI-I3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Space Invaders
Score· 2016-02-15
2893
best: 154380 (GDI-H3(200M frames))
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 James Bond
Score· 2016-02-15
1663.5
best: 620780 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Amidar
Score· 2016-02-15
1272.5
best: 29660.08 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Crazy Climber
Score· 2016-02-15
137925.9
best: 565909.85 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Asteroids
Score· 2016-02-15
1032
best: 760005 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Gravitar
Score· 2016-02-15
286.1
best: 19213.96 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Time Pilot
Score· 2016-02-15
9079.4
best: 476763.9 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Demon Attack
Score· 2016-02-15
82610
best: 787985 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Battle Zone
Score· 2016-02-15
38666.7
best: 934134.88 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Beam Rider
Score· 2016-02-15
23429.8
best: 454993.53 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Asterix
Score· 2016-02-15
19713.2
best: 999999 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Kung-Fu Master
Score· 2016-02-15
36733.3
best: 1666665 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Bowling
Score· 2016-02-15
60.2
best: 260.13 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Kangaroo
Score· 2016-02-15
14862.5
best: 24034.16 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Assault
Score· 2016-02-15
8047.1
best: 143972.03 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Alien
Score· 2016-02-15
2436.6
best: 741812.63 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Fishing Derby
Score· 2016-02-15
26
best: 91.16 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Seaquest
Score· 2016-02-15
9083.1
best: 1000000 (GDI-H3(200M frames))
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Chopper Command
Score· 2016-02-15
4100
best: 999999 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Wizard of Wor
Score· 2016-02-15
6804.7
best: 197126 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Zaxxon
Score· 2016-02-15
11491.7
best: 725853.9 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Robotank
Score· 2016-02-15
66.6
best: 131.13 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Name This Game
Score· 2016-02-15
11501.1
best: 157177.85 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Star Gunner
Score· 2016-02-15
55725
best: 839573.53 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Ice Hockey
Score· 2016-02-15
-1.3
best: 481.9 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Atlantis
Score· 2016-02-15
994500
best: 3837300 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 HERO
Score· 2016-02-15
21021.3
best: 114736.26 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Bank Heist
Score· 2016-02-15
1208
best: 27219.8 (MuZero (Res2 Adam))
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Venture
Score· 2016-02-15
212.5
best: 2623.71 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Private Eye
Score· 2016-02-15
1812.5
best: 95756 (Go-Explore)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Q*Bert
Score· 2016-02-15
15092.7
best: 580328.14 (Agent57)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 River Raid
Score· 2016-02-15
12845
best: 323417.18 (MuZero)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Road Runner
Score· 2016-02-15
51500
best: 999999 (GDI-H3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Video GamesonAtari 2600 Up and Down
Score· 2016-02-15
26231
best: 986440 (GDI-I3)
Deep Exploration via Bootstrapped DQN arXiv:1602.04621
Atari GamesonAtari 2600 Tennis
Score
0
best: 24 (GDI-I3)
Video GamesonAtari 2600 Tennis
Score
0
best: 24 (GDI-I3)