6 citations · 6 across the 3 of their papers we have counts for
3 papers
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…