Towards Noninvasive, Beneficial Modulation of Neural Population Activity via Natural Vision Perturbations

יום שני 07.04 11:30 - 12:30

Abstract: Precise control of neural activity – modulating target neurons deep in the brain while leaving nearby neurons unaffected – is an outstanding challenge in neuroscience, generally achieved through invasive techniques. In this talk, I will present our recent work that investigates the possibility of precisely and noninvasively modulating neural activity in the high-level primate ventral visual stream via perturbations to ongoing natural visual experience. When tested on Macaque Inferior Temporal (IT) sub-populations, we found quantitative agreement between the model-predicted and biologically realized effect: strong modulation concentrated on targeted neural sites. We extended this to demonstrate accurate injection of experimenter-chosen neural population patterns via perturbations applied to typical natural visual feeds. These results highlight that current machine-executable models of the ventral stream can now design vision-based noninvasive neural interventions at the resolution of individual neurons.

Speaker

Guy Gaziv

MIT

Bio: Guy is a Computer Vision postdoctoral researcher at the DiCarlo Lab at MIT, interested in the intersection between machine and human vision. His PhD focused on decoding visual experience from brain activity. His current focus is on harnessing contemporary models of primate visual cognition for neural and behavioral modulation. Guy holds a PhD in Computer Science and an MSc in Physics from The Weizmann Institute of Science, and a BSc in Physics-EECS from The Hebrew University of Jerusalem. He received the Fulbright Postdoctoral Fellowship in 2021.