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
2011
A critical role for NMDA receptors in parvalbumin interneurons for gamma rhythm induction and behavior
Carlén M, Meletis K, Siegle J, Cardin J, Futai K, Vierling-Claassen D, Rühlmann C, Jones S, Deisseroth K, Sheng M, Moore C, Tsai L. A critical role for NMDA receptors in parvalbumin interneurons for gamma rhythm induction and behavior. Molecular Psychiatry 2011, 17: 537-548. PMID: 21468034, PMCID: PMC3335079, DOI: 10.1038/mp.2011.31.Peer-Reviewed Original ResearchMeSH KeywordsAnimalsAssociation LearningBrain WavesConditioning, PsychologicalExcitatory Postsynaptic PotentialsGABA AntagonistsGABAergic NeuronsInterneuronsMaleMaze LearningMemory, Short-TermMiceMice, TransgenicParvalbuminsPhotic StimulationPicrotoxinReceptors, N-Methyl-D-AspartateSensory GatingStereotyped BehaviorConceptsGamma oscillationsSpecific cognitive behaviorSelective cognitive impairmentsGamma rhythmsPsychosis-like symptomsCognitive tasksAssociative learningNeural network dysfunctionCognitive behaviorCortical gamma rhythmsCognitive impairmentNetwork dysfunctionNMDAR neurotransmissionOptogenetic drivePV interneuronsParvalbumin interneuronsNMDAR antagonistsMemoryReduced sensitivityBehaviorTaskHabituationDeficitsNormal behaviorLearning