InertialBlockProximalMethodsForNon-ConvexNon-SmoothOptimizationLeThiKhanhHien1NicolasGillis1PanagiotisPatrinos2AbstractbutpossiblyNon-Smoothnon-convexfunction,andr(x)=Weproposeinertialversionsofblo...
StochasticOptimizationforDCFunctionsandNon-SmoothNon-convexRegularizerswithNon-asymptoticConvergenceYiXu1QiQi1QihangLin2RongJin3TianbaoYang1Abstractwhereg(·)andh(·)arereal-valuedlower-semicontinu...
SimpleStochasticGradientMethodsforNon-SmoothNon-ConvexRegularizedOptimizationMichaelR.Metel1AkikoTakeda12Abstractwherefj(w)=F(w,ξj)andhasaLipschitzcontinuousgradient.Ourworkfocusesonstochasticgrad...
AdaptiveSamplingProbabilitiesforNon-SmoothOptimizationHongseokNamkoong1AmanSinha2SteveYadlowsky2JohnC.Duchi23Abstractcertainfeaturesareinfrequent—wewishtoleveragethisduringoptimization.Likewise,wh...