Multivariate information theory uncovers synergistic subsystems of the human cerebral cortex

TF Varley, M Pope, J Faskowitz, O Sporns - Communications biology, 2023 - nature.com
One of the most well-established tools for modeling the brain is the functional connectivity
network, which is constructed from pairs of interacting brain regions. While powerful, the …

[HTML][HTML] Cellular mechanisms of cooperative context-sensitive predictive inference

T Marvan, WA Phillips - Current Research in Neurobiology, 2024 - Elsevier
We argue that prediction success maximization is a basic objective of cognition and cortex,
that it is compatible with but distinct from prediction error minimization, that neither objective …

[HTML][HTML] Dysfunctions of cellular context-sensitivity in neurodevelopmental learning disabilities

A Granato, WA Phillips, JM Schulz, M Suzuki… - Neuroscience & …, 2024 - Elsevier
Pyramidal neurons have a pivotal role in the cognitive capabilities of neocortex. Though they
have been predominantly modeled as integrate-and-fire point processors, many of them …

Cellular psychology: relating cognition to context-sensitive pyramidal cells

WA Phillips, T Bachmann, MW Spratling… - Trends in Cognitive …, 2024 - cell.com
Abstract 'Cellular psychology'is a new field of inquiry that studies dendritic mechanisms for
adapting mental events to the current context, thus increasing their coherence, flexibility …

Context-sensitive neocortical neurons transform the effectiveness and efficiency of neural information processing

A Adeel, M Franco, M Raza, K Ahmed - arXiv preprint arXiv:2207.07338, 2022 - arxiv.org
Deep learning (DL) has big-data processing capabilities that are as good, or even better,
than those of humans in many real-world domains, but at the cost of high energy …

A measure of synergy based on union information

AFC Gomes, MAT Figueiredo - Entropy, 2024 - mdpi.com
The partial information decomposition (PID) framework is concerned with decomposing the
information that a set of (two or more) random variables (the sources) has about another …

Cooperation Is All You Need

A Adeel, J Muzaffar, K Ahmed, M Raza - arXiv preprint arXiv:2305.10449, 2023 - arxiv.org
Going beyond'dendritic democracy', we introduce a'democracy of local processors', termed
Cooperator. Here we compare their capabilities when used in permutation-invariant neural …

Multiscale Intermuscular Coupling Analysis via Complex Network-Based High-Order O-Information

C Yu, Q She, M Houston, T Tan… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
Intermuscular coupling analysis (IMC) provides important clues for understanding human
muscle motion control and serves as a valuable reference for the rehabilitation assessment …

[HTML][HTML] A Synergistic Perspective on Multivariate Computation and Causality in Complex Systems

TF Varley - Entropy, 2024 - pmc.ncbi.nlm.nih.gov
What does it mean for a complex system to “compute” or perform “computations”? Intuitively,
we can understand complex “computation” as occurring when a system's state is a function …

Transfer functions for burst firing probability in a model neocortical pyramidal cell

BP Graham, JW Kay, WA Phillips - bioRxiv, 2024 - biorxiv.org
Neocortical layer 5 thick-tufted pyramidal cells are prone to exhibiting burst firing on receipt
of coincident basal and apical dendritic inputs. These inputs carry different information, with …