Random Smoothing Might be Unable to Certify L∞ Robustness for High-Dimensional Images
Avrim Blum, Travis Dick, Naren Sarayu Manoj, Hongyang Zhang
2020Journal of Machine Learning Research30 citations
Topics & Concepts
SmoothingRobustness (evolution)Computer scienceArtificial intelligenceAlgorithmPattern recognition (psychology)MathematicsComputer visionChemistryBiochemistryGeneImage Processing Techniques and ApplicationsImage and Object Detection TechniquesIndustrial Vision Systems and Defect Detection