2 papers
cs.CV2025
SPOOF: Simple Pixel Operations for Out-of-Distribution Fooling
Ankit Gupta, Christoph Adami, Emily Dolson
Deep neural networks (DNNs) excel across image recognition tasks, yet continue to exhibit overconfidence on inputs that bear no resemblance to natural images. Revisiting the "fooli…
cs.LG2025
Privacy-Preserving Generative Modeling and Clinical Validation of Longitudinal Health Records for Chronic Disease
Benjamin D. Ballyk, Ankit Gupta, Sujay Konda +6
Data privacy is a critical challenge in modern medical workflows as the adoption of electronic patient records has grown rapidly. Stringent data protection regulations limit access…