New learning principles emerge from biomimetic computational primitives

A Pathak, SL Brincat, H Organtzidis, HH Strey… - bioRxiv, 2023 - biorxiv.org
To examine the biological building blocks of thought and action, we created biologically
realistic local circuits based on detailed well-cited physiological and anatomical …

[HTML][HTML] Context-sensitive computational mechanistic explanation in cognitive neuroscience

MM de Wit, HE Matheson - Frontiers in Psychology, 2022 - frontiersin.org
Mainstream cognitive neuroscience aims to build mechanistic explanations of behavior by
mapping abilities described at the organismal level via the subpersonal level of computation …

Cognitive computational neuroscience

N Kriegeskorte, PK Douglas - Nature neuroscience, 2018 - nature.com
To learn how cognition is implemented in the brain, we must build computational models
that can perform cognitive tasks, and test such models with brain and behavioral …

Building machines that adapt and compute like brains

N Kriegeskorte, RM Mok - arXiv preprint arXiv:1711.04203, 2017 - arxiv.org
Building machines that learn and think like humans is essential not only for cognitive
science, but also for computational neuroscience, whose ultimate goal is to understand how …

[HTML][HTML] Neuronal computation underlying inferential reasoning in humans and mice

HC Barron, HM Reeve, RS Koolschijn, PV Perestenko… - Cell, 2020 - cell.com
Every day we make decisions critical for adaptation and survival. We repeat actions with
known consequences. But we also draw on loosely related events to infer and imagine the …

[HTML][HTML] A dynamical systems view of neuroethology: Uncovering stateful computation in natural behaviors

DN Robson, JM Li - Current Opinion in Neurobiology, 2022 - Elsevier
State-dependent computation is key to cognition in both biological and artificial systems.
Alan Turing recognized the power of stateful computation when he created the Turing …

From circuits to behavior: a bridge too far?

M Carandini - Nature neuroscience, 2012 - nature.com
Neuroscience seeks to understand how neural circuits lead to behavior. However, the gap
between circuits and behavior is too wide. An intermediate level is one of neural …

Dynamical Foundations of Task-Related Computations

CA Spencer-Salmon - 2023 - search.proquest.com
The ability to adaptively process externally stimuli and switch between different cognitive
processes is of critical importance in humans and nonhuman primates. Discerning the …

Data-based large-scale models provide a window into the organization of cortical computations

G Chen, F Scherr, W Maass - bioRxiv, 2023 - biorxiv.org
Understanding the organization of computations in cortical microcircuits is one of the most
important and challenging scientific problems of our era. In spite of tremendous progress in …

Harnessing behavioral diversity to understand neural computations for cognition

S Musall, AE Urai, D Sussillo, AK Churchland - Current opinion in …, 2019 - Elsevier
Highlights•Behavioral diversity can be leveraged to reveal neural circuit functions.•Complex
tasks allow inference of latent behavioral variables to relate to neural activity.•Movements …