No Unique Minimizer, No Problem: On the Consistency of Robust Neural Classifiers

Subhabrata Majumdar, Anand Deo, Partha Pratim Saha +1

Neural network classifiers trained by cross-entropy minimization are highly sensitive to label noise and adversarial contamination. While robust alternatives offer bounded influenc…