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arXiv13h ago
4.6

EMA Is Not All You Need: Mapping the Boundary Between Structure and Content in Recurrent Context

Arth Singh

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty6/10
Categorypaper
Topics
inferenceefficient-ml

Opportunity Brief

Create a lightweight library for 'EMA-based' recurrent context probing in sequence models. This enables developers to determine when complex attention is actually needed versus simple temporal averages.

Suggested repo: ema-probe

"Measure the complexity gap between simple temporal averages and full attention."

Estimated effort: 25h