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cs.CV2026
Statistical Adversaries: Natural Backdoor-like Adversarial Features in Clean Vision Datasets
Paul K. Mandal, Pavan Reddy, Tristan Malatynski
Model-specific adversarial attacks have been extensively studied. We study a different failure mode: naturally occurring statistical signals in vision data that can behave as backd…
cs.CV2024
Vertical Federated Image Segmentation
Paul K. Mandal, Cole Leo
With the popularization of AI solutions for image based problems, there has been a growing concern for both data privacy and acquisition. In a large number of cases, information is…
cs.CV2024★ 3 cited
Horizontal Federated Computer Vision
Paul K. Mandal, Cole Leo, Connor Hurley
In the modern world, the amount of visual data recorded has been rapidly increasing. In many cases, data is stored in geographically distinct locations and thus requires a large am…