Integrating machine learning and multiscale modeling—perspectives, challenges, and opportunities in the biological, biomedical, and behavioral sciences von Alber, Mark, Buganza Tepole, Adrian, Cannon, William R., De, Suvranu, Dura-Bernal, Salvador, Garikipati, Krishna, Karniadakis, George, Lytton, William W., Perdikaris, Paris, Petzold, Linda, Kuhl, Ellen

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Credible practice of modeling and simulation in healthcare: ten rules from a multidisciplinary perspective von Erdemir, Ahmet, Horner, Marc, Morrison, Tina, Peng, Grace C. Y., Vadigepalli, Rajanikanth, Lytton, William W., Myers, Jerry G

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NetPyNE, a tool for data-driven multiscale modeling of brain circuits von Dura-Bernal, Salvador, Suter, Benjamin A, Gleeson, Padraig, Cantarelli, Matteo, Quintana, Adrian, Rodriguez, Facundo, Kedziora, David J, Chadderdon, George L, Kerr, Cliff C, Neymotin, Samuel A, McDougal, Robert A, Hines, Michael, Shepherd, Gordon Mg, Lytton, William W

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Unpacking the multimodal, multi‐scale data of the fast and slow lanes of the cardiac vagus through computational modelling von Gee, Michelle M., Hornung, Eden, Gupta, Suranjana, Newton, Adam J. H., Cheng, Zixi (Jack), Lytton, William W., Lenhoff, Abraham M., Schwaber, James S., Vadigepalli, Rajanikanth

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Training a spiking neuronal network model of visual-motor cortex to play a virtual racket-ball game using reinforcement learning von Anwar, Haroon, Caby, Simon, Dura-Bernal, Salvador, D'Onofrio, David, Hasegan, Daniel, Deible, Matt, Grunblatt, Sara, Chadderdon, George L, Kerr, Cliff C, Lakatos, Peter, Lytton, William W, Hazan, Hananel, Neymotin, Samuel A

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Multiscale model of primary motor cortex circuits predicts in vivo cell-type-specific, behavioral state-dependent dynamics von Dura-Bernal, Salvador, Neymotin, Samuel A., Suter, Benjamin A., Dacre, Joshua, Moreira, Joao V.S., Urdapilleta, Eugenio, Schiemann, Julia, Duguid, Ian, Shepherd, Gordon M.G., Lytton, William W.

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Data-driven multiscale model of macaque auditory thalamocortical circuits reproduces in vivo dynamics von Dura-Bernal, Salvador, Griffith, Erica Y., Barczak, Annamaria, O’Connell, Monica N., McGinnis, Tammy, Moreira, Joao V.S., Schroeder, Charles E., Lytton, William W., Lakatos, Peter, Neymotin, Samuel A.

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Computer modelling of epilepsy von Lytton, William W

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Ketamine disrupts θ modulation of γ in a computer model of hippocampus von Neymotin, Samuel A, Lazarewicz, Maciej T, Sherif, Mohamed, Contreras, Diego, Finkel, Leif H, Lytton, William W

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Large-scale biophysically detailed model of somatosensory thalamocortical circuits in NetPyNE von Borges, Fernando S, Moreira, Joao V S, Takarabe, Lavinia M, Lytton, William W, Dura-Bernal, Salvador

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Modernizing the NEURON Simulator for Sustainability, Portability, and Performance von Awile, Omar, Kumbhar, Pramod, Cornu, Nicolas, Dura-Bernal, Salvador, King, James Gonzalo, Lupton, Olli, Magkanaris, Ioannis, McDougal, Robert A, Newton, Adam J H, Pereira, Fernando, Săvulescu, Alexandru, Carnevale, Nicholas T, Lytton, William W, Hines, Michael L, Schürmann, Felix

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Unmasking the CA1 Ensemble Place Code by Exposures to Small and Large Environments: More Place Cells and Multiple, Irregularly Arranged, and Expanded Place Fields in the Larger Spa... von Fenton, Andre A, Kao, Hsin-Yi, Neymotin, Samuel A, Olypher, Andrey, Vayntrub, Yevgeniy, Lytton, William W, Ludvig, Nandor

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Attention-Like Modulation of Hippocampus Place Cell Discharge von Fenton, Andre A, Lytton, William W, Barry, Jeremy M, Lenck-Santini, Pierre-Pascal, Zinyuk, Larissa E, Kubik, Stepan, Bures, Jan, Poucet, Bruno, Muller, Robert U, Olypher, Andrey V

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Ih tunes theta/gamma oscillations and cross-frequency coupling in an in silico CA3 model von Neymotin, Samuel A, Hilscher, Markus M, Moulin, Thiago C, Skolnick, Yosef, Lazarewicz, Maciej T, Lytton, William W

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Cortical plasticity induced by spike-triggered microstimulation in primate somatosensory cortex von Song, Weiguo, Kerr, Cliff C, Lytton, William W, Francis, Joseph T

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Credibility, Replicability, and Reproducibility in Simulation for Biomedicine and Clinical Applications in Neuroscience von Mulugeta, Lealem, Drach, Andrew, Erdemir, Ahmet, Hunt, C A, Horner, Marc, Ku, Joy P, Myers, Jr, Jerry G, Vadigepalli, Rajanikanth, Lytton, William W

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Multiscale Modeling Meets Machine Learning: What Can We Learn? von Peng, Grace C. Y., Alber, Mark, Buganza Tepole, Adrian, Cannon, William R., De, Suvranu, Dura-Bernal, Savador, Garikipati, Krishna, Karniadakis, George, Lytton, William W., Perdikaris, Paris, Petzold, Linda, Kuhl, Ellen

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Reinforcement learning of targeted movement in a spiking neuronal model of motor cortex von Chadderdon, George L, Neymotin, Samuel A, Kerr, Cliff C, Lytton, William W

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Restoring Behavior via Inverse Neurocontroller in a Lesioned Cortical Spiking Model Driving a Virtual Arm von Dura-Bernal, Salvador, Li, Kan, Neymotin, Samuel A, Francis, Joseph T, Principe, Jose C, Lytton, William W

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Using NEURON for Reaction-Diffusion Modeling of Extracellular Dynamics von Newton, Adam J H, McDougal, Robert A, Hines, Michael L, Lytton, William W

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