Fraunhofer IAIS, ML2R; Fraunhofer IAIS, ML2R, University of Cologne; IIT Bombay
Bogdan Georgiev, Lukas Franken, Mayukh Mukherjee
Brownian motion;deep learning theory;decision boundary geometry;curvature estimates;generalization bounds;adversarial attacks/defenses
Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds