Arcade Learning Environment
Introduced by Bellemare et al. in The Arcade Learning Environment: An Evaluation Platform for General Agents
The Arcade Learning Environment (ALE) is an object-oriented framework that allows researchers to develop AI agents for Atari 2600 games. It is built on top of the Atari 2600 emulator Stella and separates the details of emulation from agent design.
Source: https://github.com/mgbellemare/Arcade-Learning-EnvironmentBenchmarks
| Trend | Task | Dataset Variant | Best Model | Paper | Code |
|---|---|---|---|---|---|
|
Atari 2600 Freeway
|
TRPO-hash
|
|||
|
Atari 2600 Breakout
|
GDI-H3
|
|||
|
Atari 2600 Seaquest
|
GDI-H3
|
|||
|
Atari 2600 Q*Bert
|
Agent57
|
|||
|
Atari 2600 Space Invaders
|
GDI-H3
|
|||
|
Atari 2600 Venture
|
Agent57
|
|||
|
Atari 2600 Frostbite
|
MuZero
|
|||
|
Atari 2600 Gravitar
|
Agent57
|
|||
|
Atari 2600 Private Eye
|
Go-Explore
|
|||
|
Atari 2600 Pong
|
Duel noop
|
|||
|
Atari 2600 Alien
|
MuZero
|
|||
|
Atari 2600 Montezuma's Revenge
|
Go-Explore
|
|||
|
Atari 2600 Beam Rider
|
MuZero
|
|||
|
Atari 2600 Crazy Climber
|
Agent57
|
|||
|
Atari 2600 Amidar
|
Agent57
|
|||
|
Atari 2600 Battle Zone
|
Agent57
|
|||
|
Atari 2600 Kangaroo
|
Agent57
|
|||
|
Atari 2600 Ms. Pacman
|
MuZero
|
|||
|
Atari 2600 Demon Attack
|
GDI-H3
|
|||
|
Atari 2600 Chopper Command
|
GDI-H3
|
|||
|
Atari 2600 Bank Heist
|
MuZero
|
|||
|
Atari 2600 Centipede
|
Go-Explore
|
|||
|
Atari 2600 Krull
|
GDI-H3
|
|||
|
Atari 2600 Assault
|
MuZero
|
|||
|
Atari 2600 James Bond
|
GDI-H3
|
|||
|
Atari 2600 HERO
|
Agent57
|
|||
|
Atari 2600 Bowling
|
MuZero
|
|||
|
Atari 2600 Fishing Derby
|
MuZero
|
|||
|
Atari 2600 Road Runner
|
GDI-H3
|
|||
|
Atari 2600 Time Pilot
|
MuZero
|
|||
|
Atari 2600 Tutankham
|
Agent57
|
|||
|
Atari 2600 Up and Down
|
GDI-I3
|
|||
|
Atari 2600 Double Dunk
|
UCT
|
|||
|
Atari 2600 Tennis
|
GDI-I3
|
|||
|
Atari 2600 Asteroids
|
GDI-H3
|
|||
|
Atari 2600 Kung-Fu Master
|
GDI-H3
|
|||
|
Atari 2600 Name This Game
|
MuZero
|
|||
|
Atari 2600 Ice Hockey
|
GDI-H3
|
|||
|
Atari 2600 Gopher
|
GDI-I3
|
|||
|
Atari 2600 Robotank
|
MuZero
|
|||
|
Atari 2600 Atlantis
|
GDI-H3
|
|||
|
Atari 2600 Video Pinball
|
R2D2
|
|||
|
Atari 2600 River Raid
|
MuZero
|
|||
|
Atari 2600 Wizard of Wor
|
MuZero
|
|||
|
Atari 2600 Zaxxon
|
MuZero
|
|||
|
Atari 2600 Berzerk
|
Go-Explore
|
|||
|
Atari 2600 Pitfall!
|
Go-Explore
|
|||
|
Atari 2600 Skiing
|
Best Learner
|
|||
|
Atari 2600 Phoenix
|
GDI-H3
|
|||
|
Atari 2600 Yars Revenge
|
Agent57
|
|||
|
Atari 2600 Surround
|
NoisyNet-Dueling
|
|||
|
Atari-57
|
LBC
|
|||
|
Atari 2600 Pooyan
|
UCT
|
|||
|
Atari 2600 Elevator Action
|
Persistent AL
|
|||
|
Atari 2600 Montezuma's Revenge
|
Rainbow
|
|||
|
Atari 2600 Journey Escape
|
UCT
|
|||
|
Atari 2600 Carnival
|
UCT
|
Papers
| Paper | Code | Results | Date | Stars |
|---|
