Optogenetics

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Active learning of neural population dynamics

Matthew Golub · University of Washington

Wed, Feb 5, 2025 · 11:00 America/New_York

Recent advances in techniques for monitoring and perturbing neural populations have greatly enhanced our ability to study circuits in the brain. In particular, two-photon holographic optogenetics now enables precise photostimulation of experimenter-specified groups of individual neurons, while simultaneous two-photon calcium imaging enables the measurement of ongoing and induced activity across the neural population. Despite the enormous space of potential photostimulation patterns and the time-consuming nature of photostimulation experiments, very little algorithmic work has been done to determine the most effective photostimulation patterns for identifying the neural population dynamics. Here, I will discuss ongoing development of active learning techniques to efficiently select which neurons to stimulate such that the resulting neural responses will best inform a dynamical model of the neural population activity. Presented in the van Vreeswijk Theoretical Neuroscience Seminar series (formerly WWTNS) on 2025-02-05. Recording duration: 00:42:29.

Active LearningNeural population dynamics+8 moreSeries: van Vreeswijk Theoretical Neuroscience Seminar

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This NIH BRAIN Initiative R01 supports development and validation of transformative tools for cell-specific and circuit-specific analysis in the nervous system. Priorities include precise genetic and non-genetic targeting, molecular sensors, minimally invasive repeated measurements, scalable single-cell assays, cross-species tools, and technologies that break current barriers in monitoring or manipulating neural circuits.

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