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[HTML][HTML] Representational geometry: integrating cognition, computation, and the brain
The cognitive concept of representation plays a key role in theories of brain information
processing. However, linking neuronal activity to representational content and cognitive …
processing. However, linking neuronal activity to representational content and cognitive …
Normalization as a canonical neural computation
There is increasing evidence that the brain relies on a set of canonical neural computations,
repeating them across brain regions and modalities to apply similar operations to different …
repeating them across brain regions and modalities to apply similar operations to different …
[HTML][HTML] How does the brain solve visual object recognition?
Mounting evidence suggests that 'core object recognition,'the ability to rapidly recognize
objects despite substantial appearance variation, is solved in the brain via a cascade of …
objects despite substantial appearance variation, is solved in the brain via a cascade of …
Spectral fingerprints of large-scale neuronal interactions
Cognition results from interactions among functionally specialized but widely distributed
brain regions; however, neuroscience has so far largely focused on characterizing the …
brain regions; however, neuroscience has so far largely focused on characterizing the …
Qualitative similarities and differences in visual object representations between brains and deep networks
Deep neural networks have revolutionized computer vision, and their object representations
across layers match coarsely with visual cortical areas in the brain. However, whether these …
across layers match coarsely with visual cortical areas in the brain. However, whether these …
[HTML][HTML] The normalization model of attention
Attention has been found to have a wide variety of effects on the responses of neurons in
visual cortex. We describe a model of attention that exhibits each of these different forms of …
visual cortex. We describe a model of attention that exhibits each of these different forms of …
Untangling invariant object recognition
Despite tremendous variation in the appearance of visual objects, primates can recognize a
multitude of objects, each in a fraction of a second, with no apparent effort. However, the …
multitude of objects, each in a fraction of a second, with no apparent effort. However, the …
Normalization is a general neural mechanism for context-dependent decision making
Understanding the neural code is critical to linking brain and behavior. In sensory systems,
divisive normalization seems to be a canonical neural computation, observed in areas …
divisive normalization seems to be a canonical neural computation, observed in areas …
Compressive spatial summation in human visual cortex
Neurons within a small (a few cubic millimeters) region of visual cortex respond to stimuli
within a restricted region of the visual field. Previous studies have characterized the …
within a restricted region of the visual field. Previous studies have characterized the …
Divisive normalization in olfactory population codes
In many regions of the visual system, the activity of a neuron is normalized by the activity of
other neurons in the same region. Here we show that a similar normalization occurs during …
other neurons in the same region. Here we show that a similar normalization occurs during …