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Models/UCT

UCT

Reported on 94 benchmarks across 2 tasks · 1 paper · 92 SOTA

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

Playing Games94 results

Atari GamesonAtari 2600 Boxing
Score· 2012-07-19
100
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Double Dunk
Score· 2012-07-19
24
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Ms. Pacman
Score· 2012-07-19
22336
best: 243401.1 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Tutankham
Score· 2012-07-19
225.5
best: 2354.91 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Pong
Score· 2012-07-19
21
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Enduro
Score· 2012-07-19
286.3
best: 14330 (GDI-I3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Krull
Score· 2012-07-19
5037
best: 594540 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Breakout
Score· 2012-07-19
364.4
best: 864 (GDI-H3(200M frames))
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Frostbite
Score· 2012-07-19
270.5
best: 631378.53 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Carnival
Score· 2012-07-19
5132
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Gopher
Score· 2012-07-19
20560
best: 488830 (GDI-I3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Space Invaders
Score· 2012-07-19
2718
best: 154380 (GDI-H3(200M frames))
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 James Bond
Score· 2012-07-19
330
best: 620780 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Amidar
Score· 2012-07-19
180.3
best: 29660.08 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Tennis
Score· 2012-07-19
2.8
best: 24 (GDI-I3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Crazy Climber
Score· 2012-07-19
98172.2
best: 565909.85 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Asteroids
Score· 2012-07-19
4660.6
best: 760005 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Gravitar
Score· 2012-07-19
2850
best: 19213.96 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Time Pilot
Score· 2012-07-19
63854.5
best: 476763.9 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Demon Attack
Score· 2012-07-19
28158.8
best: 787985 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Battle Zone
Score· 2012-07-19
70333.3
best: 934134.88 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Beam Rider
Score· 2012-07-19
6624.6
best: 454993.53 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Asterix
Score· 2012-07-19
290700
best: 999999 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Kung-Fu Master
Score· 2012-07-19
48854.5
best: 1666665 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Elevator Action
Score· 2012-07-19
18100
best: 29100 (Persistent AL)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Kangaroo
Score· 2012-07-19
1990
best: 24034.16 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Assault
Score· 2012-07-19
1512.2
best: 143972.03 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Alien
Score· 2012-07-19
7785
best: 741812.63 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Fishing Derby
Score· 2012-07-19
37.8
best: 91.16 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Seaquest
Score· 2012-07-19
5132.4
best: 1000000 (GDI-H3(200M frames))
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Journey Escape
Score· 2012-07-19
7683.3
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Chopper Command
Score· 2012-07-19
34018.8
best: 999999 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Video Pinball
Score· 2012-07-19
254748
best: 999383.2 (R2D2)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Wizard of Wor
Score· 2012-07-19
105500
best: 197126 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Zaxxon
Score· 2012-07-19
22610
best: 725853.9 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Robotank
Score· 2012-07-19
50.4
best: 131.13 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Name This Game
Score· 2012-07-19
15410
best: 157177.85 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Ice Hockey
Score· 2012-07-19
39.4
best: 481.9 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Atlantis
Score· 2012-07-19
193858
best: 3837300 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 HERO
Score· 2012-07-19
12859.5
best: 114736.26 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Bank Heist
Score· 2012-07-19
497.8
best: 27219.8 (MuZero (Res2 Adam))
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Pooyan
Score· 2012-07-19
17763.4
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Q*Bert
Score· 2012-07-19
17343.4
best: 580328.14 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 River Raid
Score· 2012-07-19
4449
best: 323417.18 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Road Runner
Score· 2012-07-19
38725
best: 999999 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Up and Down
Score· 2012-07-19
74473.6
best: 986440 (GDI-I3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Boxing
Score· 2012-07-19
100
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Double Dunk
Score· 2012-07-19
24
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Ms. Pacman
Score· 2012-07-19
22336
best: 243401.1 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Tutankham
Score· 2012-07-19
225.5
best: 2354.91 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Pong
Score· 2012-07-19
21
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Enduro
Score· 2012-07-19
286.3
best: 14330 (GDI-I3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Krull
Score· 2012-07-19
5037
best: 594540 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Breakout
Score· 2012-07-19
364.4
best: 864 (GDI-H3(200M frames))
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Frostbite
Score· 2012-07-19
270.5
best: 631378.53 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Carnival
Score· 2012-07-19
5132
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Gopher
Score· 2012-07-19
20560
best: 488830 (GDI-I3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Space Invaders
Score· 2012-07-19
2718
best: 154380 (GDI-H3(200M frames))
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 James Bond
Score· 2012-07-19
330
best: 620780 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Amidar
Score· 2012-07-19
180.3
best: 29660.08 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Tennis
Score· 2012-07-19
2.8
best: 24 (GDI-I3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Crazy Climber
Score· 2012-07-19
98172.2
best: 565909.85 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Asteroids
Score· 2012-07-19
4660.6
best: 760005 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Gravitar
Score· 2012-07-19
2850
best: 19213.96 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Time Pilot
Score· 2012-07-19
63854.5
best: 476763.9 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Demon Attack
Score· 2012-07-19
28158.8
best: 787985 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Battle Zone
Score· 2012-07-19
70333.3
best: 934134.88 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Beam Rider
Score· 2012-07-19
6624.6
best: 454993.53 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Asterix
Score· 2012-07-19
290700
best: 999999 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Kung-Fu Master
Score· 2012-07-19
48854.5
best: 1666665 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Elevator Action
Score· 2012-07-19
18100
best: 29100 (Persistent AL)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Kangaroo
Score· 2012-07-19
1990
best: 24034.16 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Assault
Score· 2012-07-19
1512.2
best: 143972.03 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Alien
Score· 2012-07-19
7785
best: 741812.63 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Fishing Derby
Score· 2012-07-19
37.8
best: 91.16 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Seaquest
Score· 2012-07-19
5132.4
best: 1000000 (GDI-H3(200M frames))
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Journey Escape
Score· 2012-07-19
7683.3
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Chopper Command
Score· 2012-07-19
34018.8
best: 999999 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Video Pinball
Score· 2012-07-19
254748
best: 999383.2 (R2D2)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Wizard of Wor
Score· 2012-07-19
105500
best: 197126 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Zaxxon
Score· 2012-07-19
22610
best: 725853.9 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Robotank
Score· 2012-07-19
50.4
best: 131.13 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Name This Game
Score· 2012-07-19
15410
best: 157177.85 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Ice Hockey
Score· 2012-07-19
39.4
best: 481.9 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Atlantis
Score· 2012-07-19
193858
best: 3837300 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 HERO
Score· 2012-07-19
12859.5
best: 114736.26 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Bank Heist
Score· 2012-07-19
497.8
best: 27219.8 (MuZero (Res2 Adam))
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Pooyan
Score· 2012-07-19
17763.4
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Q*Bert
Score· 2012-07-19
17343.4
best: 580328.14 (Agent57)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 River Raid
Score· 2012-07-19
4449
best: 323417.18 (MuZero)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Road Runner
Score· 2012-07-19
38725
best: 999999 (GDI-H3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Up and Down
Score· 2012-07-19
74473.6
best: 986440 (GDI-I3)
SOTA
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Atari GamesonAtari 2600 Freeway
Score· 2012-07-19
0.4
best: 34 (TRPO-hash)
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708
Video GamesonAtari 2600 Freeway
Score· 2012-07-19
0.4
best: 34 (TRPO-hash)
The Arcade Learning Environment: An Evaluation Platform for General Agents arXiv:1207.4708