2 papers
cs.LO2026
Incremental Neural Network Verification via Learned Conflicts
Raya Elsaleh, Liam Davis, Haoze Wu +1
Neural network verification is often used as a core component within larger analysis procedures, which generate sequences of closely related verification queries over the same netw…
cs.AI2026
FAME: Formal Abstract Minimal Explanation for Neural Networks
Ryma Boumazouza, Raya Elsaleh, Melanie Ducoffe +2
We propose FAME (Formal Abstract Minimal Explanations), a new class of abductive explanations grounded in abstract interpretation. FAME is the first method to scale to large neural…