Network Neuroscience

Papers
(The median citation count of Network Neuroscience is 2. 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 2021-08-01 to 2025-08-01.)
ArticleCitations
Functional connectome fingerprinting across the lifespan64
From calcium imaging to graph topology53
Brain rewiring during development: A Comparative Analysis of Larval and Adult Drosophila melanogaster Connectomes50
Interdependence patterns of multifrequency oscillations predict visuomotor behavior46
Neural network embedding of functional microconnectome37
Cognitive abilities are associated with rapid dynamics of electrophysiological connectome states30
High-amplitude network co-fluctuations linked to variation in hormone concentrations over the menstrual cycle29
Multimodal multilayer network centrality relates to executive functioning28
Spectral dynamic causal modeling: A didactic introduction and its relationship with functional connectivity27
A gradient of hemisphere-specific dorsal to ventral processing routes in parieto-premotor networks26
Segregation-to-integration transformation model of memory evolution25
Localization of the epileptogenic network from scalp EEG using a patient-specific whole-brain model23
An information-theoretic framework for conditional causality analysis of brain networks23
More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism22
Female 3xTg-AD mice demonstrate hyperexcitability phenotype of Alzheimer’s disease in structure-function and function-behavior relationships19
Network Control Theory applied to the Human Connectome: A Study on Variability and Discriminability of fMRI Connectomic Features under Normal and Defective Sensorineural Conditions19
Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data18
Exploring memory-related network via dorsal hippocampus suppression18
The global neuronal workspace as a broadcasting network18
Top-down threat bias in pain perception is predicted by higher segregation between resting-state networks17
Reorganization of structural connectivity in the brain supports preservation of cognitive ability in healthy aging17
Characterizing dynamic functional connectivity subnetwork contributions in narrative classification with Shapley values17
The serotonergic psychedelic N,N-dipropyltryptamine alters information-processing dynamics in in vitro cortical neural circuits16
The effect of using group-averaged or individualized brain parcellations when investigating connectome dysfunction in psychosis15
Neurobiologically informed graph theory analysis of the language system15
Hyperbolic disc embedding of functional human brain connectomes using resting-state fMRI15
Circuits in the motor cortex explain oscillatory responses to transcranial magnetic stimulation15
Dynamical interactions reconfigure the gradient of cortical timescales15
Circuit analysis of the Drosophila brain using connectivity-based neuronal classification reveals organization of key communication pathways15
Significant subgraph mining for neural network inference with multiple comparisons correction14
Structure-function coupling as a correlate and potential biomarker of cognitive impairment in multiple sclerosis13
Topological cluster statistic (TCS): Toward structural connectivity–guided fMRI cluster enhancement13
Weak coupling of neurons enables very high-frequency and ultra-fast oscillations through the interplay of synchronized phase shifts13
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 prospects12
Edges in brain networks: Contributions to models of structure and function11
Morphometric features of drug-resistant essential tremor and recovery after stereotactic radiosurgical thalamotomy11
Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?11
Validating MEG estimated resting-state connectome with intracranial EEG11
Multilayer network analysis across cortical depths in 7-T resting-state fMRI11
Thalamocortical interactions reflecting the intensity of flicker light–induced visual hallucinatory phenomena11
Implanting intracranial electrodes does not affect spikes or network connectivity in nearby or connected brain regions11
Modulation of limbic resting-state networks by subthalamic nucleus deep brain stimulation11
Similarity in evoked responses does not imply similarity in macroscopic network states11
Abnormal wiring of the structural connectome in adults with ADHD11
A Bayesian incorporated linear non-Gaussian acyclic model for multiple directed graph estimation to study brain emotion circuit development in adolescence10
The role of epidemic spreading in seizure dynamics and epilepsy surgery10
Controversies and progress on standardization of large-scale brain network nomenclature10
NetPlotBrain: A Python package for visualizing networks and brains10
Multi-spatial-scale dynamic interactions between functional sources reveal sex-specific changes in schizophrenia9
Impaired brain-heart axis in focal epilepsy: Alterations in information flow and implications for seizure dynamics9
Multiplex connectomics reveal altered networks in frontotemporal dementia: A multisite study9
Can hubs of the human connectome be identified consistently with diffusion MRI?9
An application of neighbourhoods in digraphs to the classification of binary dynamics9
Erratum for “Frequency-based brain networks: From a multiplex framework to a full multilayer description”8
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
Constraining functional coactivation with a cluster-based structural connectivity network8
Latent functional connectivity underlying multiple brain states8
Reconstructing brain functional networks through identifiability and deep learning8
Nonoptimal component placement of the human connectome supports variable brain dynamics8
Greater audio-visual integration with executive functions networks following a visual rhythmic reading training in children with reading difficulties: an fMRI study8
Static and dynamic functional connectome reveals reconfiguration profiles of whole-brain network across cognitive states8
Generative dynamical models for classification of rsfMRI data8
Individualized mouse brain network models produce asymmetric patterns of functional connectivity after simulated traumatic injury7
Dynamic interactions between anterior insula and anterior cingulate cortex link perceptual features and heart rate variability during movie viewing7
Weighting the structural connectome: Exploring its impact on network properties and predicting cognitive performance in the human brain7
Deconstructing the Mapper algorithm to extract richer topological and temporal features from functional neuroimaging data7
Minimum spanning tree analysis of brain networks: A systematic review of network size effects, sensitivity for neuropsychiatric pathology, and disorder specificity7
Longitudinal changes in MEG-based brain network topology of ALS patients with cognitive/behavioral impairment—An exploratory study7
A mixed-modeling framework for whole-brain dynamic network analysis7
Functional network antagonism and consciousness7
NBS-SNI, an extension of the network-based statistic: Abnormal functional connections between important structural actors7
Cognitive and perceptual load have opposing effects on brain network efficiency and behavioral variability in ADHD6
Editorial: Focus feature on biomarkers in network neuroscience6
Dynamic rewiring of electrophysiological brain networks during learning6
Linking fast and slow: The case for generative models6
Multimodal MRI accurately identifies amyloid status in unbalanced cohorts in Alzheimer’s disease continuum6
FiNN: A toolbox for neurophysiological network analysis6
Predicting longitudinal brain atrophy in Parkinson’s disease using a Susceptible-Infected-Removed agent-based model6
Benchmarking functional connectivity by the structure and geometry of the human brain6
Age-related unstable transient states and imbalanced activation proportion of brain networks in people with autism spectrum disorder: A resting-state fMRI study using coactivation pattern analyses5
The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations5
State-switching and high-order spatiotemporal organization of dynamic functional connectivity are disrupted by Alzheimer’s disease5
Evidence for white matter intrinsic connectivity networks at rest and during a task: a large-scale study and templates5
Brain sodium MRI-derived priors support the estimation of epileptogenic zones using personalized model-based methods in epilepsy5
Test-retest reliability of dynamic functional connectivity parameters for a two-state model5
Brain signal variability and executive functions across the life span5
Age-related variability in network engagement during music listening5
Brain signaling becomes less integrated and more segregated with age5
A prior-knowledge guided feature selection method and its application to biomarker identification of schizophrenia5
Translational network neuroscience: Nine roadblocks and possible solutions5
Allostasis as a core feature of hierarchical gradients in the human brain5
Structural connectome constrained graphical lasso for MEG partial coherence5
Jointly estimating individual and group networks from fMRI data5
Computational approaches to treatment response prediction in major depression using brain activity and behavioral data: A systematic review5
Sex differences in multilayer functional network topology over the course of aging in 37543 UK Biobank participants5
Metric structural human connectomes: Localization and multifractality of eigenmodes5
Resolving inter-regional communication capacity in the human connectome4
Multimodal connectome biomarkers of cognitive and affective dysfunction in the common epilepsies4
Transient destabilization of interhemispheric functional connectivity induced by spreading depolarization4
Percolation may explain efficiency, robustness, and economy of the brain4
The arrow of time of brain signals in cognition: Potential intriguing role of parts of the default mode network4
Similar neural states, but dissimilar decoding patterns for motor control in parietal cortex4
Functional connectivity–based prediction of global cognition and motor function in riluzole-naive amyotrophic lateral sclerosis patients4
Coupling of the spatial distributions between sMRI and PET reveals the progression of Alzheimer’s disease4
Comparison of different group-level templates in gradient-based multimodal connectivity analysis4
Response inhibition in premotor cortex corresponds to a complex reshuffle of the mesoscopic information network4
Dynamic fluctuations of intrinsic brain activity are associated with consistent topological patterns in puberty and are biomarkers of neural maturation4
Comparing individual and group-level simulated neurophysiological brain connectivity using the Jansen and Rit neural mass model4
Bridging physiological and perceptual views of autism by means of sampling-based Bayesian inference4
Connectome embedding in multidimensional graph spaces3
Improvements in task performance after practice are associated with scale-free dynamics of brain activity3
Forecasting brain activity based on models of spatiotemporal brain dynamics: A comparison of graph neural network architectures3
Theoretical foundations of studying criticality in the brain3
Toward stability of dynamic FC estimates in neuroimaging and electrophysiology: Solutions and limits3
The control costs of human brain dynamics3
Predicting response speed and age from task-evoked effective connectivity3
A natural cortical axis connecting the outside and inside of the human brain3
Normalization effect of levodopa on hierarchical brain function in Parkinson’s disease3
A spatially constrained independent component analysis jointly informed by structural and functional network connectivity3
It’s about time: Linking dynamical systems with human neuroimaging to understand the brain3
Alterations in topology, cost, and dynamics of gamma-band EEG functional networks in a preclinical model of traumatic brain injury3
Hierarchical organization of spontaneous co-fluctuations in densely sampled individuals using fMRI3
Structure–function coupling using fixel-based analysis and functional magnetic resonance imaging in Alzheimer’s disease and mild cognitive impairment3
Temporal Mapper: Transition networks in simulated and real neural dynamics3
Pattern of frustration formation in the functional brain network2
Firing rate distributions in plastic networks of spiking neurons2
Differential spatial working memory–related functional network reconfiguration in young and older adults2
Edge-based network analysis reveals frequency-specific network dynamics in aberrant anxiogenic processing in rats2
A Lightweight, End-to-End Explainable, and Generalized attention-based Graph Neural Network model trained on high-order spatiotemporal organization of dynamic functional connectivity to classify Autis2
Erratum: Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?2
Efficacy of functional connectome fingerprinting using tangent-space brain networks2
From correlation to communication: Disentangling hidden factors from functional connectivity changes2
A perturbative approach to study information communication in brain networks2
A multilayer network model of neuron-astrocyte populations in vitro reveals mGluR5 inhibition is protective following traumatic injury2
Neural correlates of motor learning: Network communication versus local oscillations2
An information-theoretic analysis of resting-state versus task fMRI2
Fast-local and slow-global neural ensembles in the mouse brain2
Brain connectome from neuronal morphology2
Intermittent brain network reconfigurations and the resistance to social media influence2
Quantifying the influence of biophysical factors in shaping brain communication through remnant functional networks2
Individualized epidemic spreading models predict epilepsy surgery outcomes: A pseudo-prospective study2
Editorial: Focus feature on consciousness and cognition2
Network-level enrichment provides a framework for biological interpretation of machine learning results2
Metastable dynamics emerge from local excitatory–inhibitory homeostasis in the cortex at rest2
Tangent space functional reconfigurations in individuals at risk for alcohol use disorder2
Dynamic structure of motor cortical neuron coactivity carries behaviorally relevant information2
Linking the neural signature of response time variability to Alzheimer’s disease pathology and cognitive functioning2
Description length guided nonlinear unified Granger causality analysis2
Transcranial ultrasound stimulation effect in the redundant and synergistic networks consistent across macaques2
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