2 papers
cs.LG2026
Path-Sampled Integrated Gradients
Firuz Kamalov, Fadi Thabtah, R. Sivaraj +1
We introduce path-sampled integrated gradients (PS-IG), a framework that generalizes feature attribution by computing the expected value over baselines sampled along the linear int…
cs.LG2025
Path-Weighted Integrated Gradients for Interpretable Dementia Classification
Firuz Kamalov, Mohmad Al Falasi, Fadi Thabtah
Integrated Gradients (IG) is a widely used attribution method in explainable artificial intelligence (XAI). In this paper, we introduce Path-Weighted Integrated Gradients (PWIG), a…