grant

Bayesian time warping for data-efficient communication brain-computer interfaces

Organization NEW YORK UNIVERSITY SCHOOL OF MEDICINELocation NEW YORK, UNITED STATESPosted 1 May 2026Deadline 30 Apr 2030
NIHUS FederalResearch GrantFY2026Amyotrophic Lateral SclerosisAmyotrophic Lateral Sclerosis Motor Neuron DiseaseApoplexyArchitectureAttentionBehaviorBehavioralBrainBrain Nervous SystemBrain Vascular AccidentCerebral StrokeCerebrovascular ApoplexyCerebrovascular StrokeCervical InjuryCervical spinal cord injuryClinicalCluster AnalysesCluster AnalysisCodeCoding SystemCommunicationComplexComputersDataData AnalysesData AnalysisData SetDevelopmentDevicesElectrodesEncephalonEngineeringEngineering / ArchitectureFutureGehrig's DiseaseHandwritingHeterogeneityHumanIndividualLearningLou Gehrig DiseaseMethodsModalityModelingModern ManMotionMotorMovementNerve CellsNerve UnitNervous System DiseasesNervous System DisorderNeural CellNeurocyteNeurologic DisordersNeurological DisordersNeuronsOutputPalsyParalysedPatientsPerformancePlegiaProbabilitySpeechSpinal Cord TraumaSpinal TraumaSpinal cord injuredSpinal cord injuryStrokeStructureTechniquesTechnologyTestingTextTherapeuticTimeTrainingTraumatic MyelopathyUncertaintybiomedical implantbody movementbrain attackbrain computer interfacebrain implantcerebral vascular accidentcerebrovascular accidentcomparativedata interpretationdata to traindataset to traindevelopmentaldoubtflexibilityflexibleimplant deviceimplantable deviceimprovedindwelling deviceinsightneuralneural implantneural net architectureneural network architectureneurological diseaseneuronalnovelparalysisparalyticperformance testsresponseskillsstrokedstrokestraining datatraining datasets
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Description preview

PROJECT SUMMARY
Paralysis due to spinal cord injury, stroke, or amyotrophic lateral sclerosis (ALS) can lead to debilitating

communication deficits. Implanted brain-computer interfaces (BCIs) are a promising approach to treat these

patients. BCIs leverage neural activity to create a desired computer output, such as text. To characterize the…

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Bayesian time warping for data-efficient communication brain-computer interfaces — NEW YORK UNIVERSITY SCHOOL OF MEDICIN | Dev Procure