Understanding the retinal basis of vision across species

T Baden, T Euler, P Berens - Nature Reviews Neuroscience, 2020 - nature.com
The vertebrate retina first evolved some 500 million years ago in ancestral marine
chordates. Since then, the eyes of different species have been tuned to best support their …

Barlow twins: Self-supervised learning via redundancy reduction

J Zbontar, L **g, I Misra, Y LeCun… - … on machine learning, 2021 - proceedings.mlr.press
Self-supervised learning (SSL) is rapidly closing the gap with supervised methods on large
computer vision benchmarks. A successful approach to SSL is to learn embeddings which …

Generating and using transcriptomically based retinal cell atlases

K Shekhar, JR Sanes - Annual Review of Vision Science, 2021 - annualreviews.org
It has been known for over a century that the basic organization of the retina is conserved
across vertebrates. It has been equally clear that retinal cells can be classified into …

The role of population structure in computations through neural dynamics

A Dubreuil, A Valente, M Beiran… - Nature …, 2022 - nature.com
Neural computations are currently investigated using two separate approaches: sorting
neurons into functional subpopulations or examining the low-dimensional dynamics of …

Neural representational geometry underlies few-shot concept learning

B Sorscher, S Ganguli, H Sompolinsky - Proceedings of the National …, 2022 - pnas.org
Understanding the neural basis of the remarkable human cognitive capacity to learn novel
concepts from just one or a few sensory experiences constitutes a fundamental problem. We …

A unified theory for the computational and mechanistic origins of grid cells

B Sorscher, GC Mel, SA Ocko, LM Giocomo, S Ganguli - Neuron, 2023 - cell.com
The discovery of entorhinal grid cells has generated considerable interest in how and why
hexagonal firing fields might emerge in a generic manner from neural circuits, and what their …

Natural environment statistics in the upper and lower visual field are reflected in mouse retinal specializations

Y Qiu, Z Zhao, D Klindt, M Kautzky, KP Szatko… - Current Biology, 2021 - cell.com
Pressures for survival make sensory circuits adapted to a species' natural habitat and its
behavioral challenges. Thus, to advance our understanding of the visual system, it is …

Hierarchical temporal prediction captures motion processing along the visual pathway

Y Singer, L Taylor, BDB Willmore, AJ King, NS Harper - Elife, 2023 - elifesciences.org
Visual neurons respond selectively to features that become increasingly complex from the
eyes to the cortex. Retinal neurons prefer flashing spots of light, primary visual cortical (V1) …

Disentanglement with biological constraints: A theory of functional cell types

JCR Whittington, W Dorrell, S Ganguli… - arxiv preprint arxiv …, 2022 - arxiv.org
Neurons in the brain are often finely tuned for specific task variables. Moreover, such
disentangled representations are highly sought after in machine learning. Here we …

Birds multiplex spectral and temporal visual information via retinal On-and Off-channels

M Seifert, PA Roberts, G Kafetzis, D Osorio… - Nature …, 2023 - nature.com
In vertebrate vision, early retinal circuits divide incoming visual information into functionally
opposite elementary signals: On and Off, transient and sustained, chromatic and achromatic …