Curriculum Vitae

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Education

PhD in Neurosciences

Stanford University

Advisors: Prof. Daniel Yamins & Prof. Kalanit Grill-Spector

Dissertation: A Unified Model of the Structure and Function of Primate Visual Cortex

2016 - 2022

BS in Computational Neuroscience

University of Southern California

Minor in Computer Science, 3.99 overall GPA

2012 - 2016

Training

Stanford NeuroAI Lab (SNAIL)

PI: Dan Yamins

Building robust, efficient, and powerful models of structure-function coupling in visual cortex

2016 - 2023

Vision and Perception Neuroscience Lab (VPNL)

PI: Kalanit Grill-Spector

Characterization of human higher visual cortex via ultra-high-resolution fMRI

2016 - 2023

Image Understanding Lab (IUL)

PI: Irving Biederman

Interrogating object representations in visual cortex and psychophysical correlates of developmental prosopagnosia

2014 - 2016

Emotion and Cognition Lab

PI: Mara Mather

Investigating the role of the noradrenergic system in aging and memory

2013 - 2014

Publications

Peer-Reviewed

How to optimize neuroscience data utilization and experiment design for advancing brain models of visual and linguistic cognition?

Tuckute, G., Finzi, D., Margalit, E., Zylberberg, J., Chung, S., Fyshe, A., Chung, S., Fedorenko, E., Kriegeskorte, N., Grill-Spector, K. and Kar, K.

Neurons, Behavior, Data Analysis, and Theory, January

2025

A unifying framework for functional organization in early and higher ventral visual cortex

Margalit, E., Lee, H., Finzi, D., DiCarlo, J.J., Grill-Spector, K. and Yamins, D.L.K.

Neuron

2024

Rethinking the limiting dynamics of SGD: modified loss, phase space oscillations, and anomalous diffusion

Kunin, D.*, Sagastuy-Brena, J.*, Gillespie, L., Margalit, E., Tanaka, H., Ganguli, S. and Yamins, D.L.K.

Neural Computation

2024

Increasing neural network robustness improves match to macaque V1 eigenspectrum, spatial frequency preference and predictivity

Kong, N.C.L., Margalit, E., Gardner, J.L. and Norcia, A.M.

PLoS Computational Biology

2022

Ultra-high-resolution fMRI of human ventral temporal cortex reveals differential representation of categories and domains

Margalit, E., Jamison, K.W., Weiner, K.S., Vizioli, L., Zhang, R., Kay, K.N. and Grill-Spector, K.

Journal of Neuroscience, 40(15), 3008-3024

2020

Visual noise consisting of X-junctions has only a minimal adverse effect on object recognition

Margalit, E., Herald, S.B., Meschke, E.X., Irawan, I., Maarek, R. and Biederman, I.

Attention, Perception, & Psychophysics

2019

A critical assessment of data quality and venous effects in sub-millimeter fMRI

Kay, K.N., Jamison, K., Vizioli, L., Zhang, R., Margalit, E. and Ugurbil, K.

NeuroImage, 189, 847-869

2019

The cognitive neuroscience of person identification

Biederman, I., Shilowich, B.E., Herald, S.B., Margalit, E., Maarek, R., Meschke, E.X. and Hacker, C.M.

Neuropsychologia, 116B, 205-214

2018

What is actually affected by the scrambling of objects when localizing the lateral occipital complex?

Margalit, E., Biederman, I., Tjan, B.S. and Shah, M.P.

Journal of Cognitive Neuroscience, 20(9), 1595-1604

2017

An applet for the Gabor scaling of the differences between complex stimuli

Margalit, E., Herald, S.B., Yue, X., von der Malsburg, C. and Biederman, I.

Attention, Perception, and Psychophysics, 78(8), 2298-2306

2016

The lateral occipital complex shows no net response to object familiarity

Margalit, E., Shah, M.P., Tjan, B.S., Biederman, I., Keller, B. and Brenner, R.

Journal of Vision, 16(3)

2016

Neuromelanin marks the spot: Identifying a locus coeruleus biomarker of cognitive reserve in healthy aging

Clewett, D., Lee, T.H., Greening, S.G., Ponzio, A., Margalit, E. and Mather, M.

Neurobiology of Aging, 37, 117-126

2016

Preprints

Extensive individual differences of category information in ventral temporal cortex in the congenitally blind

Rosenke, M., van den Hurk, J., Margalit, E., Op de Beeck, H.P., Grill-Spector, K. and Weiner, K.S.

bioRxiv

2020

Topographic deep artificial neural networks reproduce the hallmarks of the primate inferior temporal cortex face processing network

Lee, H., Margalit, E., Jozwik, K., Cohen, M.A., Kanwisher, N.G., Yamins, D.L.K. and DiCarlo, J.J.

bioRxiv

2020

Awards and Honors

NSF Graduate Research Fellowship Program (GRFP) Fellow

NSF fellowship recognizes and supports outstanding graduate students in NSF-supported science, technology, engineering, and mathematics disciplines

2016 - 2021

USC Trustee's Award

Awarded to the undergraduate male with the highest GPA at the University

2016

Graduate Trainee, Stanford Mind, Brain, Computation, and Technology

Traineeship awarded for the pursuit of multi-disciplinary research in the area of computational neuroscience

2018

USC Neuroscience Outstanding Student of the Year

Awarded to USC's best neuroscience student with senior standing

2016

USC Brian Philip Rakusin Neuroscience Scholarship Award

Awarded to USC's best neuroscience student with junior standing

2015

Phi Beta Kappa Honor Society

Academic honor's society

2015

USC Discovery Scholar

Awarded to students who excel in the classroom while demonstrating the ability to create exceptional new scholarship.

2016

USC Provost's Undergraduate Research Fellowship

6-time recipient of award supporting exceptional undergraduate research

2013 - 2016

George H. Mayr Scholarship

Awarded to outstanding students from California in the college of letters, arts, and sciences

2015

USC S.O.A.R. Grant

Provides funding to Dornsife undergraduates for participation as a research assistant in a faculty member’s project

2015

USC Dean's Scholar

Quarter tuition scholarship

2012 - 2016

Presentations

Invited Talks

Multimodal World Models for Drug Discovery

Margalit, E.

Stanford CS25: Transformers United V5

2025

Identifying Constraints on the Emergence of V1 Functional Architecture with CNNs

Margalit, E.

Simons Collaboration Global Brain Monthly Meeting

2021

Oral Presentations

Differential representation of object category information across lateral and medial ventral temporal cortex revealed with ultra-high-resolution fMRI

Margalit, E., Jamison, K., Weiner, K.S., Vizioli, L., Zhang, R., Kay, K.N. and Grill-Spector, K.

Society for Neuroscience Annual Conference (SfN)

2018

Ultra-high-resolution fMRI reveals differential representation of categories and domains across lateral and medial ventral temporal cortex

Margalit, E., Jamison, K., Weiner, K.S., Vizioli, L., Zhang, R., Kay, K.N. and Grill-Spector, K.

Annual Meeting of the Vision Sciences Society (VSS)

2019

Posters

Correlation-based spatial layout of deep neural network features generates ventral stream topography

Margalit, E., Lee, H., Marques, T., DiCarlo, J.J. and Yamins, D.L.K.

COSYNE

2020

Pinwheel-like Iso-Orientation Domains in a Convolutional Neural Network Model

Margalit, E., Lee, H., DiCarlo, J.J. and Yamins, D.L.K.

Annual Meeting of the Vision Sciences Society (VSS)

2018

What is the nature of the perceptual deficit in congenital prosopagnosia?

Biederman, I., Margalit, E., Maarek, R., Meschke, E.X., Shilowich, B.E., Hacker, C.M., Juarez, J.J., Seamans, T.J. and Herald, S.B.

Annual Meeting of the Vision Sciences Society

2017

What is actually affected by the scrambling of objects when localizing the lateral occipital complex?

Biederman, I., Margalit, E., Tjan, B.S. and Shah, M.P.

Annual Meeting of the Society of Experimental Psychologists

2016

Vertices are effective in perceptual grouping (and ungrouping)

Irawan, I., Margalit, E., Herald, S.B. and Biederman, I.

Annual Meeting of the Vision Sciences Society

2016

Impaired face and non-face discrimination in developmental prosopagnosics (DPs)

Margalit, E., Yue, X. and Biederman, I.

Annual Meeting of the Vision Sciences Society

2016

Neuromelanin marks the spot: a locus coeruleus substrate of cognitive reserve in healthy aging

Clewett, D., Lee, T.H., Greening, S.G., Ponzio, A., Margalit, E. and Mather, M.

USC Neuroscience Graduate Student Symposium

2015

Phonagnosia, a voice homologue to prosopagnosia

Biederman, I., Herald, S.B., Xu, X., Amir, O., Shilowich, B.E. and Margalit, E.

Annual Meeting of the Vision Sciences Society

2015

Teaching

Organizer / Instructor

Stanford CNJCx: Practical Python

CNJCx

Teaching Assistant

Stanford Introduction to Perception (PSYCH 30)

2017-2018

Teaching Assistant

Stanford Intensive Neuroscience Bootcamp

2017

Instructor

Stanford Splash

2017

Instructor

Stanford Brain Day

2017

Mentorship

Stanford Neurosciences PhD Program Student Mentor

2018 - 2022 (3x)

Stanford Biosciences Student Association Mentor

2017 - 2022 (4x)

NSF GRFP Application Workshop Leader

2017 - 2019 (2x)

Stanford Neuroscience Application Assistance Program (SNAAP)

2020 - 2022 (2x)

Rotation Student Supervisor

2020 - 2022 (2x)

Service

Chair, Society for Neuroscience Nanosymposium: Extrastriate Vision

2020

Co-Leader, Stanford Computational Neuroscience Journal Club (CNJC)

2018 - 2020

Reviewer: eLife, Neuron, iScience

Student Speaker Representative, Stanford Neurosciences PhD Program

2017 - 2018

Student Representative, USC Undergraduate Neuroscience Program Executive Committee

2015 - 2016

Team Captain, USC Cross Country Club

2015 - 2016

Scientific Communication

Back to Basics with Visual Feedbacks

An accessible summary of Marques et al., 2018

Nurturing the Study of Nature

An accessible summary of Grunspan et al., 2016

Paper a Week

An all-in-one tool for taking notes on academic papers