Stress Testing Classifiers around the Decision Boundary with Latent Diffusion

Inês Gomes, André Restivo, Moisés Rocha dos Santos, Carlos Soares, Jan N. van Rijn, Luis Filipe Teixeira

Published: 29 Aug 2025, Last Modified: 29 Aug 2025AutoML 2025 Non-Archival Content TrackEveryoneRevisionsBibTeXCC BY 4.0
Submission Type: Short paper
Tldr: Method to generate synthetic images near the decision boundaries of a classifier by guiding a text-to-image diffusion model using a novel metric (KLDB).
Submission Number: 12