2024
MyThisYourThat for interpretable identification of systematic bias in federated learning for biomedical images
Naumova K, Devos A, Karimireddy S, Jaggi M, Hartley M. MyThisYourThat for interpretable identification of systematic bias in federated learning for biomedical images. Npj Digital Medicine 2024, 7: 238. PMID: 39242810, PMCID: PMC11379706, DOI: 10.1038/s41746-024-01226-1.Peer-Reviewed Original ResearchX-ray datasetFederated learningData ownersBiomedical imagingCompromising privacyLearning networkClient dataGlobal prototypesBalanced accuracyData biasOriginal dataCollaborative learningClientsDataModel performanceLearningDiagnostic classifierImagesJoint modelPrediction modelClassifierPrivacyGlobal modelPerformanceDataset
2020
Weight Erosion: An Update Aggregation Scheme for Personalized Collaborative Machine Learning
Grimberg F, Hartley M, Jaggi M, Karimireddy S. Weight Erosion: An Update Aggregation Scheme for Personalized Collaborative Machine Learning. Lecture Notes In Computer Science 2020, 12444: 160-169. DOI: 10.1007/978-3-030-60548-3_16.Peer-Reviewed Original ResearchAggregation schemeClassification taskBetter privacy guaranteesFederated learning techniquesSharing of dataMachine learning modelsBinary classification taskData setsCollaborative machinePrivacy guaranteesLearning techniquesLearning modelModel personalizationSharingSchemeTaskSuch copyingCopyingPersonalizationSetMachineGuaranteesSGDDataModel