M. Shirian

Don't Waste the Noise: Importance-Guided Perturbation Allocation under Joint Global and Local Constraints

Adversarial optimization under a shared $\ell_1$ budget requires deciding not only how much perturbation to use, but also where that limited budget should be spent. This allocation problem becomes particularly important when individual input coordinates are subject to local magnitude constraints, which restrict the ext...