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Selectivity and Shape in the Design of Forward-Forward Goodness Functions

Goodness functions for the Forward-Forward algorithm must sense activity shape rather than energy, and selective and burstiness-based alternatives improve accuracy by up to 32.6 percentage points over sum-of-squares.

Talha Rüzgar Akkuş, Şuayp T Kocabay, Kamer A Yuksel, Hassan Sawaf

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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AI panel: 15 of 20 reviewers recommend it
lenient 3/5
medium 9/10
strict 3/5