Network Neuroscience

Papers
(The TQCC of Network Neuroscience is 7. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-05-01 to 2025-05-01.)
ArticleCitations
Neural network embedding of functional microconnectome52
Cognitive abilities are associated with rapid dynamics of electrophysiological connectome states49
A gradient of hemisphere-specific dorsal to ventral processing routes in parieto-premotor networks46
From calcium imaging to graph topology36
Functional connectome fingerprinting across the lifespan32
Spectral dynamic causal modeling: A didactic introduction and its relationship with functional connectivity29
Multimodal multilayer network centrality relates to executive functioning27
High-amplitude network co-fluctuations linked to variation in hormone concentrations over the menstrual cycle25
Simplicial and topological descriptions of human brain dynamics23
Interdependence patterns of multifrequency oscillations predict visuomotor behavior23
An information-theoretic framework for conditional causality analysis of brain networks22
Segregation-to-integration transformation model of memory evolution20
More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism19
Localization of the epileptogenic network from scalp EEG using a patient-specific whole-brain model19
The serotonergic psychedelic N,N-dipropyltryptamine alters information-processing dynamics in in vitro cortical neural circuits18
Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data18
Top-down threat bias in pain perception is predicted by higher segregation between resting-state networks17
The global neuronal workspace as a broadcasting network17
Exploring memory-related network via dorsal hippocampus suppression16
Circuit analysis of the Drosophila brain using connectivity-based neuronal classification reveals organization of key communication pathways15
Reorganization of structural connectivity in the brain supports preservation of cognitive ability in healthy aging15
Circuits in the motor cortex explain oscillatory responses to transcranial magnetic stimulation14
Neurobiologically informed graph theory analysis of the language system14
The effect of using group-averaged or individualized brain parcellations when investigating connectome dysfunction in psychosis14
Hyperbolic disc embedding of functional human brain connectomes using resting-state fMRI13
Dynamical interactions reconfigure the gradient of cortical timescales13
Significant subgraph mining for neural network inference with multiple comparisons correction12
Modulation of limbic resting-state networks by subthalamic nucleus deep brain stimulation12
Topological cluster statistic (TCS): Toward structural connectivity–guided fMRI cluster enhancement12
Validating MEG estimated resting-state connectome with intracranial EEG12
Weak coupling of neurons enables very high-frequency and ultra-fast oscillations through the interplay of synchronized phase shifts12
Multiclass characterization of frontotemporal dementia variants via multimodal brain network computational inference12
Predicting an individual’s functional connectivity from their structural connectome: Evaluation of evidence, recommendations, and future prospects11
Multilayer network analysis across cortical depths in 7-T resting-state fMRI11
Structure-function coupling as a correlate and potential biomarker of cognitive impairment in multiple sclerosis11
Edges in brain networks: Contributions to models of structure and function11
Implanting intracranial electrodes does not affect spikes or network connectivity in nearby or connected brain regions11
Morphometric features of drug-resistant essential tremor and recovery after stereotactic radiosurgical thalamotomy11
Thalamocortical interactions reflecting the intensity of flicker light–induced visual hallucinatory phenomena10
NetPlotBrain: A Python package for visualizing networks and brains10
Controversies and progress on standardization of large-scale brain network nomenclature10
Abnormal wiring of the structural connectome in adults with ADHD10
Impaired brain-heart axis in focal epilepsy: Alterations in information flow and implications for seizure dynamics10
Similarity in evoked responses does not imply similarity in macroscopic network states10
Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?10
A Bayesian incorporated linear non-Gaussian acyclic model for multiple directed graph estimation to study brain emotion circuit development in adolescence10
Multiplex connectomics reveal altered networks in frontotemporal dementia: A multisite study9
Can hubs of the human connectome be identified consistently with diffusion MRI?9
The role of epidemic spreading in seizure dynamics and epilepsy surgery9
Static and dynamic functional connectome reveals reconfiguration profiles of whole-brain network across cognitive states8
Generative dynamical models for classification of rsfMRI data8
The human brain connectome weighted by the myelin content and total intra-axonal cross-sectional area of white matter tracts8
Modeling the cell-type-specific mesoscale murine connectome with anterograde tracing experiments8
Latent functional connectivity underlying multiple brain states8
Constraining functional coactivation with a cluster-based structural connectivity network8
Multi-spatial-scale dynamic interactions between functional sources reveal sex-specific changes in schizophrenia8
Reconstructing brain functional networks through identifiability and deep learning8
Nonoptimal component placement of the human connectome supports variable brain dynamics8
An application of neighbourhoods in digraphs to the classification of binary dynamics8
Erratum for “Frequency-based brain networks: From a multiplex framework to a full multilayer description”7
Minimum spanning tree analysis of brain networks: A systematic review of network size effects, sensitivity for neuropsychiatric pathology, and disorder specificity7
Dynamic interactions between anterior insula and anterior cingulate cortex link perceptual features and heart rate variability during movie viewing7
Functional network antagonism and consciousness7
A mixed-modeling framework for whole-brain dynamic network analysis7
Deconstructing the Mapper algorithm to extract richer topological and temporal features from functional neuroimaging data7
Weighting the structural connectome: Exploring its impact on network properties and predicting cognitive performance in the human brain7
Individualized mouse brain network models produce asymmetric patterns of functional connectivity after simulated traumatic injury7
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