Gradient-Based Enhancement Attacks in Biomedical Machine Learning
Rosenblatt M, Dadashkarimi J, Scheinost D. Gradient-Based Enhancement Attacks in Biomedical Machine Learning. Lecture Notes In Computer Science 2023, 14242: 301-312. DOI: 10.1007/978-3-031-45249-9_29.Peer-Reviewed Original ResearchBiomedical machinePrediction performanceEnhancement frameworkData provenance trackingPrevalence of machineEnhanced dataHigh feature similaritySimple neural networkProvenance trackingAdversarial attacksNeural networkData manipulationFeature similarityMedical imagingMachineEnhanced datasetOriginal datasetClassifierAttacksDatasetTrustworthinessModel performancePrevious workFrameworkPerformance