Laplace-Bridged Smoothing reformulates randomized smoothing into an analytic low-dimensional computation that preserves formal l2 robustness guarantees, improves certified accuracy on CIFAR-10 and ImageNet, and speeds up certification by up to 494x on edge devices.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Laplace-Bridged Randomized Smoothing for Fast Certified Robustness
Laplace-Bridged Smoothing reformulates randomized smoothing into an analytic low-dimensional computation that preserves formal l2 robustness guarantees, improves certified accuracy on CIFAR-10 and ImageNet, and speeds up certification by up to 494x on edge devices.