Representational geometry: integrating cognition, computation, and the brain

N Kriegeskorte, RA Kievit - Trends in cognitive sciences, 2013 - cell.com
The cognitive concept of representation plays a key role in theories of brain information
processing. However, linking neuronal activity to representational content and cognitive …

[HTML][HTML] Relating population-code representations between man, monkey, and computational models

N Kriegeskorte - Frontiers in Neuroscience, 2009 - frontiersin.org
Perceptual and cognitive content is thought to be represented in the brain by patterns of
activity across populations of neurons. In order to test whether a computational model can …

Beyond perceptual symbols: A call for representational pluralism

G Dove - Cognition, 2009 - Elsevier
Recent evidence from cognitive neuroscience suggests that certain cognitive processes
employ perceptual representations. Inspired by this evidence, a few researchers have …

Neural population geometry: An approach for understanding biological and artificial neural networks

SY Chung, LF Abbott - Current opinion in neurobiology, 2021 - Elsevier
Advances in experimental neuroscience have transformed our ability to explore the structure
and function of neural circuits. At the same time, advances in machine learning have …

Decoding semantic representations in mind and brain

SL Frisby, AD Halai, CR Cox, MAL Ralph… - Trends in cognitive …, 2023 - cell.com
A key goal for cognitive neuroscience is to understand the neurocognitive systems that
support semantic memory. Recent multivariate analyses of neuroimaging data have …

Peeling the onion of brain representations

N Kriegeskorte, J Diedrichsen - Annual review of neuroscience, 2019 - annualreviews.org
The brain's function is to enable adaptive behavior in the world. To this end, the brain
processes information about the world. The concept of representation links the information …

Decoding representations of scenes in the medial temporal lobes

HM Bonnici, D Kumaran, MJ Chadwick… - …, 2012 - Wiley Online Library
Recent theoretical perspectives have suggested that the function of the human
hippocampus, like its rodent counterpart, may be best characterized in terms of its …

From symbols to icons: The return of resemblance in the cognitive neuroscience revolution

D Williams, L Colling - Synthese, 2018 - Springer
We argue that one important aspect of the “cognitive neuroscience revolution” identified by
Boone and Piccinini (Synthese 193 (5): 1509–1534. doi: 10.1007/s11229-015-0783-4 …

Vector-space models of semantic representation from a cognitive perspective: A discussion of common misconceptions

F Günther, L Rinaldi, M Marelli - … on Psychological Science, 2019 - journals.sagepub.com
Models that represent meaning as high-dimensional numerical vectors—such as latent
semantic analysis (LSA), hyperspace analogue to language (HAL), bound encoding of the …

Model-based cognitive neuroscience

TJ Palmeri, BC Love, BM Turner - Journal of Mathematical Psychology, 2017 - Elsevier
This special issue explores the growing intersection between mathematical psychology and
cognitive neuroscience. Mathematical psychology, and cognitive modeling more generally …