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Models/Rainbow

Rainbow

Reported on 8 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 Games8 results

Atari Gamesonatari game
Human World Record Breakthrough· 2017-10-06
4
best: 22 (GDI-H3)
SOTA
Rainbow: Combining Improvements in Deep Reinforcement Learning arXiv:1710.02298
Atari GamesonAtari 2600 Montezuma's Revenge
Average Return (NoOp)· 2017-10-06
384
best: 1668 (Flare)
SOTA
Rainbow: Combining Improvements in Deep Reinforcement Learning arXiv:1710.02298
Video Gamesonatari game
Human World Record Breakthrough· 2017-10-06
4
best: 22 (GDI-H3)
SOTA
Rainbow: Combining Improvements in Deep Reinforcement Learning arXiv:1710.02298
Video GamesonAtari 2600 Montezuma's Revenge
Average Return (NoOp)· 2017-10-06
384
best: 1668 (Flare)
SOTA
Rainbow: Combining Improvements in Deep Reinforcement Learning arXiv:1710.02298
Atari GamesonAtari 2600 Ms. Pacman
Score· 2017-10-06
2570.2
best: 243401.1 (MuZero)
Rainbow: Combining Improvements in Deep Reinforcement Learning arXiv:1710.02298
Atari GamesonAtari 2600 Space Invaders
Score· 2017-10-06
12629
best: 154380 (GDI-H3(200M frames))
Rainbow: Combining Improvements in Deep Reinforcement Learning arXiv:1710.02298
Video GamesonAtari 2600 Ms. Pacman
Score· 2017-10-06
2570.2
best: 243401.1 (MuZero)
Rainbow: Combining Improvements in Deep Reinforcement Learning arXiv:1710.02298
Video GamesonAtari 2600 Space Invaders
Score· 2017-10-06
12629
best: 154380 (GDI-H3(200M frames))
Rainbow: Combining Improvements in Deep Reinforcement Learning arXiv:1710.02298