2023
Neural Integro-Differential Equations
Zappala E, de O. Fonseca A, Moberly A, Higley M, Abdallah C, Cardin J, Van Dijk D. Neural Integro-Differential Equations. Proceedings Of The AAAI Conference On Artificial Intelligence 2023, 37: 11104-11112. DOI: 10.1609/aaai.v37i9.26315.Peer-Reviewed Original ResearchIntegro-differential equationsIntegral operatorsDifferential equationsContinuous dynamical systemsNon-local dynamicsDynamical systemsInitial conditionsEquationsNeural networkTime extrapolationOperatorsIntegralsFundamental problemSuch dynamicsLatent spaceDynamicsNon-local processesBrain activity recordingsBrain dynamicsData scienceDifferential componentsIntegrandGeneralizationTheoryNetwork
2020
Interpretable Neuron Structuring with Graph Spectral Regularization
Tong A, van Dijk D, Stanley III J, Amodio M, Yim K, Muhle R, Noonan J, Wolf G, Krishnaswamy S. Interpretable Neuron Structuring with Graph Spectral Regularization. Lecture Notes In Computer Science 2020, 12080: 509-521. PMID: 34131660, PMCID: PMC8201816, DOI: 10.1007/978-3-030-44584-3_40.Peer-Reviewed Original Research