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Understanding the retinal basis of vision across species
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 …
chordates. Since then, the eyes of different species have been tuned to best support their …
Barlow twins: Self-supervised learning via redundancy reduction
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 …
computer vision benchmarks. A successful approach to SSL is to learn embeddings which …
Generating and using transcriptomically based retinal cell atlases
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 …
across vertebrates. It has been equally clear that retinal cells can be classified into …
The role of population structure in computations through neural dynamics
Neural computations are currently investigated using two separate approaches: sorting
neurons into functional subpopulations or examining the low-dimensional dynamics of …
neurons into functional subpopulations or examining the low-dimensional dynamics of …
Neural representational geometry underlies few-shot concept learning
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 …
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
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 …
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
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 …
behavioral challenges. Thus, to advance our understanding of the visual system, it is …
Hierarchical temporal prediction captures motion processing along the visual pathway
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) …
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 …
disentangled representations are highly sought after in machine learning. Here we …
Birds multiplex spectral and temporal visual information via retinal On-and Off-channels
In vertebrate vision, early retinal circuits divide incoming visual information into functionally
opposite elementary signals: On and Off, transient and sustained, chromatic and achromatic …
opposite elementary signals: On and Off, transient and sustained, chromatic and achromatic …