2024
Learning integral operators via neural integral equations
Zappala E, Fonseca A, Caro J, Moberly A, Higley M, Cardin J, Dijk D. Learning integral operators via neural integral equations. Nature Machine Intelligence 2024, 6: 1046-1062. DOI: 10.1038/s42256-024-00886-8.Peer-Reviewed Original ResearchSelf-attentionNon-local operatorsMachine learningModeling complex systemsReal-world dataHigher-dimensional problemsComplex systemsDynamic embeddingsIntegral equationsModel capacitySpatiotemporal dependenciesIntegral operatorsSecond-kind integral equationsIntegral equation solversModeling capabilitiesNonlinear operatorsTheoretical analysisNon-local systemNumerical benchmarksMachineLearningApproximate resultsNavier-StokesEquation solverScalability
2023
The Cousa objective: a long-working distance air objective for multiphoton imaging in vivo
Yu C, Yu Y, Adsit L, Chang J, Barchini J, Moberly A, Benisty H, Kim J, Young B, Heng K, Farinella D, Leikvoll A, Pavan R, Vistein R, Nanfito B, Hildebrand D, Otero-Coronel S, Vaziri A, Goldberg J, Ricci A, Fitzpatrick D, Cardin J, Higley M, Smith G, Kara P, Nielsen K, Smith I, Smith S. The Cousa objective: a long-working distance air objective for multiphoton imaging in vivo. Nature Methods 2023, 21: 132-141. PMID: 38129618, PMCID: PMC10776402, DOI: 10.1038/s41592-023-02098-1.Peer-Reviewed Original Research