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 2021-04-01 to 2025-04-01.)
ArticleCitations
Multiplex connectomics reveal altered networks in frontotemporal dementia: A multisite study49
Efficacy of functional connectome fingerprinting using tangent-space brain networks48
Comparison of different group-level templates in gradient-based multimodal connectivity analysis46
Interdependence patterns of multifrequency oscillations predict visuomotor behavior35
Structural connectome constrained graphical lasso for MEG partial coherence31
The role of epidemic spreading in seizure dynamics and epilepsy surgery29
From calcium imaging to graph topology27
Intermittent brain network reconfigurations and the resistance to social media influence24
Response inhibition in premotor cortex corresponds to a complex reshuffle of the mesoscopic information network23
Resolving inter-regional communication capacity in the human connectome22
Multimodal multilayer network centrality relates to executive functioning22
Pattern forming mechanisms of color vision20
Functional and structural connectivity success predictors of real-time fMRI neurofeedback targeting DLPFC: Contributions from central executive, salience, and default mode networks19
Functional connectome fingerprinting across the lifespan18
Functional coordinates: Modeling interactions between brain regions as points in a function space18
The impact of functional correlations on task information coding15
A gradient of hemisphere-specific dorsal to ventral processing routes in parieto-premotor networks15
Impaired brain-heart axis in focal epilepsy: Alterations in information flow and implications for seizure dynamics15
Regional radiomics similarity networks (R2SNs) in the human brain: Reproducibility, small-world properties and a biological basis14
NetPlotBrain: A Python package for visualizing networks and brains14
Cognitive abilities are associated with rapid dynamics of electrophysiological connectome states14
A Bayesian incorporated linear non-Gaussian acyclic model for multiple directed graph estimation to study brain emotion circuit development in adolescence14
Erratum: Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?13
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 analyses13
Persistence of information flow: A multiscale characterization of human brain13
Spectral dynamic causal modeling: A didactic introduction and its relationship with functional connectivity12
High-amplitude network co-fluctuations linked to variation in hormone concentrations over the menstrual cycle12
Can hubs of the human connectome be identified consistently with diffusion MRI?12
Tangent space functional reconfigurations in individuals at risk for alcohol use disorder12
The arrow of time of brain signals in cognition: Potential intriguing role of parts of the default mode network11
Neural network embedding of functional microconnectome11
Age-related variability in network engagement during music listening11
Multi-spatial-scale dynamic interactions between functional sources reveal sex-specific changes in schizophrenia11
Empirical evaluation of human fetal fMRI preprocessing steps11
An information-theoretic framework for conditional causality analysis of brain networks10
Multiscale dynamic mean field (MDMF) model relates resting-state brain dynamics with local cortical excitatory–inhibitory neurotransmitter homeostasis10
Developmental differences in canonical cortical networks: Insights from microstructure-informed tractography10
Reconfigurations in brain networks upon awakening from slow wave sleep: Interventions and implications in neural communication10
Parkinson’s disease speech production network as determined by graph-theoretical network analysis10
Multimodal connectome biomarkers of cognitive and affective dysfunction in the common epilepsies10
The impact of Parkinson’s disease on striatal network connectivity and corticostriatal drive: An in silico study9
Similar neural states, but dissimilar decoding patterns for motor control in parietal cortex9
Inferring excitation-inhibition dynamics using a maximum entropy model unifying brain structure and function9
A pattern of cognitive resource disruptions in childhood psychopathology9
Parallel processing relies on a distributed, low-dimensional cortico-cerebellar architecture9
Inducing a meditative state by artificial perturbations: A mechanistic understanding of brain dynamics underlying meditation8
Segregation-to-integration transformation model of memory evolution8
Effects of packetization on communication dynamics in brain networks8
On null models for temporal small-worldness in brain dynamics8
Modeling the cell-type-specific mesoscale murine connectome with anterograde tracing experiments8
Conservation of structural brain connectivity in people with multiple sclerosis8
Infant functional networks are modulated by state of consciousness and circadian rhythm7
Bridging physiological and perceptual views of autism by means of sampling-based Bayesian inference7
Increased structural connectivity in high schizotypy7
Comparing the stability and reproducibility of brain-behavior relationships found using canonical correlation analysis and partial least squares within the ABCD sample7
Generative dynamical models for classification of rsfMRI data7
Nonoptimal component placement of the human connectome supports variable brain dynamics7
Constraining functional coactivation with a cluster-based structural connectivity network7
Graph theoretical approach to brain remodeling in multiple sclerosis7
Hypothalamic effective connectivity at rest is associated with body weight and energy homeostasis7
Fast-local and slow-global neural ensembles in the mouse brain6
An application of neighbourhoods in digraphs to the classification of binary dynamics6
The human brain connectome weighted by the myelin content and total intra-axonal cross-sectional area of white matter tracts6
Brain connectivity alterations during sleep by closed-loop transcranial neurostimulation predict metamemory sensitivity6
Disruption of large-scale electrophysiological networks in stroke patients with visuospatial neglect6
Edge-based network analysis reveals frequency-specific network dynamics in aberrant anxiogenic processing in rats6
Altered large-scale brain network interactions associated with HIV infection and error processing6
More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism6
Retinal waves in adaptive rewiring networks orchestrate convergence and divergence in the visual system6
The impact of transcranial random noise stimulation (tRNS) on alpha coherence and verbal divergent thinking6
Dynamic structure of motor cortical neuron coactivity carries behaviorally relevant information6
Static and dynamic functional connectome reveals reconfiguration profiles of whole-brain network across cognitive states5
Localization of the epileptogenic network from scalp EEG using a patient-specific whole-brain model5
Optimizing network neuroscience computation of individual differences in human spontaneous brain activity for test-retest reliability5
A graph neural network approach to investigate brain critical states over neurodevelopment5
Genome-wide association study of brain functional and structural networks5
The exponential distance rule based network model predicts topology and reveals functionally relevant properties of the Drosophila projectome5
Functional connectivity of fMRI using differential covariance predicts structural connectivity and behavioral reaction times5
Expanding connectomics to the laminar level: A perspective5
Dynamic fluctuations of intrinsic brain activity are associated with consistent topological patterns in puberty and are biomarkers of neural maturation5
Combined topological and spatial constraints are required to capture the structure of neural connectomes5
Feeding the machine: Challenges to reproducible predictive modeling in resting-state connectomics4
Reconstructing brain functional networks through identifiability and deep learning4
Increasing hub disruption parallels dementia severity in autosomal dominant Alzheimer’s disease4
Neuronal classification from network connectivity via adjacency spectral embedding4
Stability and dynamics of a spectral graph model of brain oscillations4
The topology, stability, and instability of learning-induced brain network repertoires in schizophrenia4
Test-retest reliability of regression dynamic causal modeling4
Applying multilayer analysis to morphological, structural, and functional brain networks to identify relevant dysfunction patterns4
Functional network antagonism and consciousness4
Latent functional connectivity underlying multiple brain states4
Simplicial and topological descriptions of human brain dynamics4
Deconstructing the Mapper algorithm to extract richer topological and temporal features from functional neuroimaging data4
Improvements in task performance after practice are associated with scale-free dynamics of brain activity4
Trade-offs among cost, integration, and segregation in the human connectome4
A generative model of the connectome with dynamic axon growth4
The global neuronal workspace as a broadcasting network4
Altered correlation of concurrently recorded EEG-fMRI connectomes in temporal lobe epilepsy4
Neural mass modeling for the masses: Democratizing access to whole-brain biophysical modeling with FastDMF4
A transformer model for learning spatiotemporal contextual representation in fMRI data4
Static and dynamic fMRI-derived functional connectomes represent largely similar information4
Functional connectivity–based prediction of global cognition and motor function in riluzole-naive amyotrophic lateral sclerosis patients4
Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data4
Directionality of neural activity in and out of the seizure onset zone in focal epilepsy3
Erratum for “Frequency-based brain networks: From a multiplex framework to a full multilayer description”3
The serotonergic psychedelic N,N-dipropyltryptamine alters information-processing dynamics in in vitro cortical neural circuits3
A hybrid spatiotemporal deep belief network and sparse representation-based framework reveals multilevel core functional components in decoding multitask fMRI signals3
A mixed-modeling framework for whole-brain dynamic network analysis3
Top-down threat bias in pain perception is predicted by higher segregation between resting-state networks3
Reorganization of structural connectivity in the brain supports preservation of cognitive ability in healthy aging3
Coupling of the spatial distributions between sMRI and PET reveals the progression of Alzheimer’s disease3
Exploring memory-related network via dorsal hippocampus suppression3
Transient destabilization of interhemispheric functional connectivity induced by spreading depolarization3
Elevating understanding: Linking high-altitude hypoxia to brain aging through EEG functional connectivity and spectral analyses3
Circuit analysis of the Drosophila brain using connectivity-based neuronal classification reveals organization of key communication pathways3
Comparing individual and group-level simulated neurophysiological brain connectivity using the Jansen and Rit neural mass model3
Network controllability mediates the relationship between rigid structure and flexible dynamics3
Dynamic interactions between anterior insula and anterior cingulate cortex link perceptual features and heart rate variability during movie viewing3
Dynamic brain states underlying advanced concentrative absorption meditation: A 7-T fMRI-intensive case study2
Classification and prediction of cognitive performance differences in older age based on brain network patterns using a machine learning approach2
Forecasting brain activity based on models of spatiotemporal brain dynamics: A comparison of graph neural network architectures2
Executive functions–based reading training engages the cingulo-opercular and dorsal attention networks2
Benchmarking functional connectivity by the structure and geometry of the human brain2
Individualized mouse brain network models produce asymmetric patterns of functional connectivity after simulated traumatic injury2
A connectome manipulation framework for the systematic and reproducible study of structure–function relationships through simulations2
Functional brain networks predicting sustained attention are not specific to perceptual modality2
Individual variability in neural representations of mind-wandering2
Minimum spanning tree analysis of brain networks: A systematic review of network size effects, sensitivity for neuropsychiatric pathology, and disorder specificity2
Hierarchical organization of spontaneous co-fluctuations in densely sampled individuals using fMRI2
Whole-brain modular dynamics at rest predict sensorimotor learning performance2
Percolation may explain efficiency, robustness, and economy of the brain2
Whole-brain causal discovery using fMRI2
Toward stability of dynamic FC estimates in neuroimaging and electrophysiology: Solutions and limits2
Temporal Mapper: Transition networks in simulated and real neural dynamics2
FiNN: A toolbox for neurophysiological network analysis2
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