MultiFIX replaces black-box multimodal fusion components with symbolic expressions and Grad-CAM explanations, and on four synthetic problems the interpretable models retain or improve predictive accuracy.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.NE 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
A Step towards Interpretable Multimodal AI Models with MultiFIX
MultiFIX replaces black-box multimodal fusion components with symbolic expressions and Grad-CAM explanations, and on four synthetic problems the interpretable models retain or improve predictive accuracy.