OpeningtheBlackbox:AcceleratingNeuralDifferentialEquationsbyRegularizingInternalSolverHeuristicsAvikPal12YingboMa2ViralShah2ChristopherRackauckas2345AbstractFigure1.TrainingandPredictionPerformance...
NeuralRoughDifferentialEquationsforLongTimeSeriesJamesMorrill12CristopherSalvi12PatrickKidger12JamesFoster12Abstractdirectwaytomodifythetrajectorygivensubsequentob-servations.Incontrast,thevectorfi...
StochasticDifferentialEquationswithVariationalWishartDiffusionsMartinJørgensen1MarcPeterDeisenroth2HughSalimbeni3AbstractWhymodeltheprocessnoise?Assumethatintheexampleabove,thetwostatesrepresentme...
LearningEquationsforExtrapolationandControlSubhamS.Sahoo1ChristophH.Lampert2GeorgMartius3AbstractMachinelearningresearchhasonlyveryrecentlystartedtolookintorelatedtechniques.Asafirstwork,Martius&We...
Black-BoxVariationalInferenceforStochasticDifferentialEquationsThomasRyder12AndrewGolightly1A.StephenMcGough2DennisPrangle1Abstracterrorinvolvedconvergestozeroasthegridbecomesfiner.Parameterinferen...
StochasticModifiedEquationsandAdaptiveStochasticGradientAlgorithmsQianxiaoLi1ChengTai23WeinanE234Abstractwherek≥0and{γk}arei.i.duniformvariatestakingval-uesin{1,2,···,n}.Thestep-sizeηisthelea...