Across 12 Atari games, Decision Transformer tends to outperform Decision Mamba in games with larger action spaces and more complex visuals, while Decision Mamba wins in simpler games, though the statistical support is weak.
Decision transformer: Reinforcement learning via sequence modeling,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
baseline 1
citation-polarity summary
fields
cs.LG 1years
2024 1verdicts
REJECT 1roles
baseline 1polarities
baseline 1representative citing papers
citing papers explorer
-
Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games
Across 12 Atari games, Decision Transformer tends to outperform Decision Mamba in games with larger action spaces and more complex visuals, while Decision Mamba wins in simpler games, though the statistical support is weak.