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20222026
most citedExplaining V1 Properties with a Biologically Constrained Deep Learning Architecture

6 citations · 11 across the 6 of their papers we have counts for

collaborators

7 papers

q-bio.NC2026

Predictor Construction Can Reverse Multimodal Neural Contrasts

Lucas Nadolskis, Galen Pogoncheff, Michael Beyeler

Foundation-model features are increasingly used to ask what information neural activity represents, often by comparing prediction gains between nested encoding models. We show that…

cs.CV2026

Percept-Aware Surgical Planning for Visual Cortical Prostheses with Vascular Avoidance

Galen Pogoncheff, Alvin Wang, Jacob Granley +1

Cortical visual prostheses aim to restore sight by electrically stimulating neurons in early visual cortex (V1). With the emergence of high-density and flexible neural interfaces,…

cs.LG2025

BIRD: Behavior Induction via Representation-structure Distillation

Galen Pogoncheff, Michael Beyeler

Human-aligned deep learning models exhibit behaviors consistent with human values, such as robustness, fairness, and honesty. Transferring these behavioral properties to models tra…

q-bio.NC2024

Beyond Sight: Probing Alignment Between Image Models and Blind V1

Jacob Granley, Galen Pogoncheff, Alfonso Rodil +7

Neural activity in the visual cortex of blind humans persists in the absence of visual stimuli. However, little is known about the preservation of visual representation capacity in…

q-bio.NC2023★ 6 cited

Explaining V1 Properties with a Biologically Constrained Deep Learning Architecture

Galen Pogoncheff, Jacob Granley, Michael Beyeler

Convolutional neural networks (CNNs) have recently emerged as promising models of the ventral visual stream, despite their lack of biological specificity. While current state-of-th…

eess.SY2022★ 5 cited

A Large-Scale Study of a Sleep Tracking and Improving Device with Closed-loop and Personalized Real-time Acoustic Stimulation

Anh Nguyen, Galen Pogoncheff, Ban Xuan Dong +8

Various intervention therapies ranging from pharmaceutical to hi-tech tailored solutions have been available to treat difficulty in falling asleep commonly caused by insomnia in mo…

cs.HC2022

A pilot study of the Earable device to measure facial muscle and eye movement tasks among healthy volunteers

Matthew F. Wipperman, Galen Pogoncheff, Katrina F. Mateo +9

Many neuromuscular disorders impair function of cranial nerve enervated muscles. Clinical assessment of cranial muscle function has several limitations. Clinician rating of symptom…