Out-of-distributional risk bounds for neural operators with applications to the Helmholtz equation
Jose Antonio Lara Benitez, Takashi Furuya, Florian Faucher, Anastasis Kratsios, Xavier Tricoche, Maarten V. de Hoop
Topics & Concepts
Operator (biology)Helmholtz equationUpper and lower boundsApplied mathematicsMathematicsHelmholtz free energyBounded functionComputer scienceInverseGaussianMathematical optimizationMathematical analysisBoundary value problemGeometryGenePhysicsBiochemistryQuantum mechanicsTranscription factorChemistryRepressorModel Reduction and Neural NetworksProbabilistic and Robust Engineering DesignGaussian Processes and Bayesian Inference