FACT:ADiagnosticforGroupFairnessTrade-offsJoonSikKim12JiahaoChen3AmeetTalwalkar14Abstractfairness,whichmeasureshowagroupofindividualswithcertainprotectedattributesaretreateddifferentlyfromotherGrou...
Information-TheoreticLocalMinimaCharacterizationandRegularizationZhiweiJia1HaoSu1Abstractinitionsof“flatness/sharpness”havebeenintroducedandanalyzed(Keskaretal.,2017;Neyshaburetal.,2018;2017;Rece...
CharacterizationofConvexObjectiveFunctionsandOptimalExpectedConvergenceRatesforSGDMartenvanDijk1LamM.Nguyen2PhuongHaNguyen1DzungT.Phan2AbstractAlgorithm1StochasticGradientDescent(SGD)MethodWestudyS...