How deep is the brain? The shallow brain hypothesis

M Suzuki, CMA Pennartz, J Aru - Nature Reviews Neuroscience, 2023 - nature.com
Deep learning and predictive coding architectures commonly assume that inference in
neural networks is hierarchical. However, largely neglected in deep learning and predictive …

Crossmodal plasticity in hearing loss

A Kral, A Sharma - Trends in neurosciences, 2023 - cell.com
Crossmodal plasticity is a textbook example of the ability of the brain to reorganize based on
use. We review evidence from the auditory system showing that such reorganization has …

Molecularly targetable cell types in mouse visual cortex have distinguishable prediction error responses

SM O'Toole, HK Oyibo, GB Keller - Neuron, 2023 - cell.com
Predictive processing postulates the existence of prediction error neurons in cortex. Neurons
with both negative and positive prediction error response properties have been identified in …

Relative fluency (unfelt vs felt) in active inference

D Brouillet, K Friston - Consciousness and Cognition, 2023 - Elsevier
For a growing number of researchers, it is now accepted that the brain is a predictive organ
that predicts the content of the sensorium and crucially the precision of—or confidence in …

Predictive Processing: A Circuit Approach to Psychosis

GB Keller, P Sterzer - Annual Review of Neuroscience, 2024 - annualreviews.org
Predictive processing is a computational framework that aims to explain how the brain
processes sensory information by making predictions about the environment and minimizing …

NMDA-driven dendritic modulation enables multitask representation learning in hierarchical sensory processing pathways

WAM Wybo, MC Tsai, VAK Tran… - Proceedings of the …, 2023 - National Acad Sciences
While sensory representations in the brain depend on context, it remains unclear how such
modulations are implemented at the biophysical level, and how processing layers further in …

Learning beyond sensations: how dreams organize neuronal representations

N Deperrois, MA Petrovici, W Senn, J Jordan - … & Biobehavioral Reviews, 2023 - Elsevier
Semantic representations in higher sensory cortices form the basis for robust, yet flexible
behavior. These representations are acquired over the course of development in an …

Neuromodulatory control of complex adaptive dynamics in the brain

JM Shine - Interface focus, 2023 - royalsocietypublishing.org
How is the massive dimensionality and complexity of the microscopic constituents of the
nervous system brought under sufficiently tight control so as to coordinate adaptive …

Predictive coding networks for temporal prediction

B Millidge, M Tang, M Osanlouy… - PLOS Computational …, 2024 - journals.plos.org
One of the key problems the brain faces is inferring the state of the world from a sequence of
dynamically changing stimuli, and it is not yet clear how the sensory system achieves this …

Brain-inspired computational intelligence via predictive coding

T Salvatori, A Mali, CL Buckley, T Lukasiewicz… - arXiv preprint arXiv …, 2023 - arxiv.org
Artificial intelligence (AI) is rapidly becoming one of the key technologies of this century. The
majority of results in AI thus far have been achieved using deep neural networks trained with …