The implications of categorical and category-free mixed selectivity on representational geometries

MT Kaufman, MK Benna, M Rigotti, F Stefanini… - Current opinion in …, 2022 - Elsevier
The firing rates of individual neurons displaying mixed selectivity are modulated by multiple
task variables. When mixed selectivity is nonlinear, it confers an advantage by generating a …

Tuned geometries of hippocampal representations meet the computational demands of social memory

LM Boyle, L Posani, S Irfan, SA Siegelbaum, S Fusi - Neuron, 2024 - cell.com
Social memory consists of two processes: the detection of familiar compared with novel
conspecifics and the detailed recollection of past social episodes. We investigated the …

[HTML][HTML] Symmetry-based representations for artificial and biological general intelligence

I Higgins, S Racanière, D Rezende - Frontiers in Computational …, 2022 - frontiersin.org
Biological intelligence is remarkable in its ability to produce complex behaviour in many
diverse situations through data efficient, generalisable and transferable skill acquisition. It is …

Abstract representations emerge naturally in neural networks trained to perform multiple tasks

WJ Johnston, S Fusi - Nature Communications, 2023 - nature.com
Humans and other animals demonstrate a remarkable ability to generalize knowledge
across distinct contexts and objects during natural behavior. We posit that this ability to …

The geometry of cortical representations of touch in rodents

R Nogueira, CC Rodgers, RM Bruno, S Fusi - Nature Neuroscience, 2023 - nature.com
Neurons often encode highly heterogeneous non-linear functions of multiple task variables,
a signature of a high-dimensional geometry. We studied the representational geometry in …

Neural mechanisms of face familiarity and learning in the human amygdala and hippocampus

R Cao, J Wang, P Brunner, JT Willie, X Li… - Cell reports, 2024 - cell.com
Recognizing familiar faces and learning new faces play an important role in social cognition.
However, the underlying neural computational mechanisms remain unclear. Here, we …

The geometry of hippocampal CA2 representations enables abstract coding of social familiarity and identity

L Boyle, L Posani, S Irfan, SA Siegelbaum, S Fusi - bioRxiv, 2022 - biorxiv.org
Social recognition consists of multiple memory processes, including the detection of
familiarity–the ability to rapidly distinguish familiar from novel individuals–and recollection …

Predictions enable top-down pattern separation in the macaque face-processing hierarchy

T Nigam, CM Schwiedrzik - Nature Communications, 2024 - nature.com
Distinguishing faces requires well distinguishable neural activity patterns. Contextual
information may separate neural representations, leading to enhanced identity recognition …

A familiar face and person processing area in the human temporal pole

B Deen, G Husain, WA Freiwald - Proceedings of the National Academy of …, 2024 - pnas.org
How does the brain process the faces of familiar people? Neuropsychological studies have
argued for an area of the temporal pole (TP) linking faces with person identities, but …

Neural representational geometries correlate with behavioral differences in monkeys and recurrent neural networks

V Fascianelli, A Battista, F Stefanini, S Tsujimoto… - biorxiv, 2022 - biorxiv.org
Animals likely use a variety of strategies to solve laboratory tasks. Traditionally, combined
analysis of behavioral and neural recording data across subjects employing different …