IB-UQ: Information bottleneck based uncertainty quantification for neural function regression and neural operator learning
Ling Guo, Hao Wu, Yan Wang, Wenwen Zhou, Tao Zhou
Topics & Concepts
Artificial neural networkBottleneckArtificial intelligenceComputer scienceRegressionOperator (biology)Machine learningFunction (biology)Uncertainty quantificationInformation bottleneck methodMathematicsStatisticsMutual informationBiologyGeneEmbedded systemBiochemistryRepressorTranscription factorEvolutionary biologyModel Reduction and Neural NetworksNuclear Engineering Thermal-HydraulicsProbabilistic and Robust Engineering Design