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 2020-03-01 to 2024-03-01.)
ArticleCitations
Dynamic expression of brain functional systems disclosed by fine-scale analysis of edge time series50
Combining network topology and information theory to construct representative brain networks44
Parcels and particles: Markov blankets in the brain40
Graph convolutional network for fMRI analysis based on connectivity neighborhood37
Dynamic community detection reveals transient reorganization of functional brain networks across a female menstrual cycle29
Multi-spatial-scale dynamic interactions between functional sources reveal sex-specific changes in schizophrenia27
Test-retest reliability of the human functional connectome over consecutive days: identifying highly reliable portions and assessing the impact of methodological choices24
Differential contributions of static and time-varying functional connectivity to human behavior22
Allostasis as a core feature of hierarchical gradients in the human brain22
Parcellation-induced variation of empirical and simulated brain connectomes at group and subject levels21
Edges in brain networks: Contributions to models of structure and function20
Clinically feasible brain morphometric similarity network construction approaches with restricted magnetic resonance imaging acquisitions19
Efficient coding in the economics of human brain connectomics18
Predicting MEG resting-state functional connectivity from microstructural information18
A unified approach for characterizing static/dynamic connectivity frequency profiles using filter banks17
The R1-weighted connectome: complementing brain networks with a myelin-sensitive measure16
Latent functional connectivity underlying multiple brain states16
A natural cortical axis connecting the outside and inside of the human brain15
Multiscale dynamic mean field (MDMF) model relates resting-state brain dynamics with local cortical excitatory–inhibitory neurotransmitter homeostasis15
It’s about time: Linking dynamical systems with human neuroimaging to understand the brain14
The ascending arousal system promotes optimal performance through mesoscale network integration in a visuospatial attentional task14
Inferring network properties from time series using transfer entropy and mutual information: Validation of multivariate versus bivariate approaches14
Brain connectivity during Alzheimer’s disease progression and its cognitive impact in a transgenic rat model11
Minimum spanning tree analysis of brain networks: A systematic review of network size effects, sensitivity for neuropsychiatric pathology, and disorder specificity11
Gradients of connectivity as graph Fourier bases of brain activity11
Normalizing the brain connectome for communication through synchronization10
Applying multilayer analysis to morphological, structural, and functional brain networks to identify relevant dysfunction patterns10
Unraveling reproducible dynamic states of individual brain functional parcellation10
Multimodal multilayer network centrality relates to executive functioning10
Exploratory factor analysis with structured residuals for brain network data9
Network controllability mediates the relationship between rigid structure and flexible dynamics9
Structure-function coupling as a correlate and potential biomarker of cognitive impairment in multiple sclerosis9
Effects of classic psychedelic drugs on turbulent signatures in brain dynamics9
Simplicial and topological descriptions of human brain dynamics9
Dynamical interactions reconfigure the gradient of cortical timescales9
Toward an information theoretical description of communication in brain networks9
Spontaneous eye movements during eyes-open rest reduce resting-state-network modularity by increasing visual-sensorimotor connectivity8
Persistence of information flow: A multiscale characterization of human brain8
Inferring excitation-inhibition dynamics using a maximum entropy model unifying brain structure and function8
Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?8
Braiding Braak and Braak: Staging patterns and model selection in network neurodegeneration8
Theoretical foundations of studying criticality in the brain7
The missing role of gray matter in studying brain controllability7
NeuMapper: A scalable computational framework for multiscale exploration of the brain’s dynamical organization7
Test-retest reliability of regression dynamic causal modeling7
Multimodal connectome biomarkers of cognitive and affective dysfunction in the common epilepsies7
MRI network progression in mesial temporal lobe epilepsy related to healthy brain architecture7
More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism7
Empirical evaluation of human fetal fMRI preprocessing steps6
Thalamocortical contribution to flexible learning in neural systems6
Atypical core-periphery brain dynamics in autism6
High-amplitude network co-fluctuations linked to variation in hormone concentrations over the menstrual cycle6
Cytosolic PSD-95 interactor alters functional organization of neural circuits and AMPA receptor signaling independent of PSD-95 binding6
Computerized physical and cognitive training improves the functional architecture of the brain in adults with Down syndrome: A network science EEG study6
From calcium imaging to graph topology6
Exploring personalized structural connectomics for moderate to severe traumatic brain injury6
Connectomic analysis of Alzheimer’s disease using percolation theory6
Disruption of large-scale electrophysiological networks in stroke patients with visuospatial neglect6
Benchmarking functional connectivity by the structure and geometry of the human brain5
Regional radiomics similarity networks (R2SNs) in the human brain: Reproducibility, small-world properties and a biological basis5
Controversies and progress on standardization of large-scale brain network nomenclature5
Circuit analysis of the Drosophila brain using connectivity-based neuronal classification reveals organization of key communication pathways5
The arrow of time of brain signals in cognition: Potential intriguing role of parts of the default mode network5
Predicting longitudinal brain atrophy in Parkinson’s disease using a Susceptible-Infected-Removed agent-based model5
Optimizing network neuroscience computation of individual differences in human spontaneous brain activity for test-retest reliability5
Independent contributions of structural and functional connectivity: Evidence from a stroke model4
A regression framework for brain network distance metrics4
Forecasting brain activity based on models of spatiotemporal brain dynamics: A comparison of graph neural network architectures4
Infant functional networks are modulated by state of consciousness and circadian rhythm4
Structure supports function: Informing directed and dynamic functional connectivity with anatomical priors4
Quantifying brain state transition cost via Schrödinger Bridge4
Feeding the machine: Challenges to reproducible predictive modeling in resting-state connectomics4
Multiclass characterization of frontotemporal dementia variants via multimodal brain network computational inference4
Classification and prediction of cognitive performance differences in older age based on brain network patterns using a machine learning approach4
A morphospace of functional configuration to assess configural breadth based on brain functional networks4
Functional network antagonism and consciousness3
Constraining functional coactivation with a cluster-based structural connectivity network3
The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations3
Personality network neuroscience: Promises and challenges on the way toward a unifying framework of individual variability3
FiNN: A toolbox for neurophysiological network analysis3
Neuronal classification from network connectivity via adjacency spectral embedding3
The human brain connectome weighted by the myelin content and total intra-axonal cross-sectional area of white matter tracts3
Increased structural connectivity in high schizotypy3
Modulation of limbic resting-state networks by subthalamic nucleus deep brain stimulation3
Sleep spindles in primates: Modeling the effects of distinct laminar thalamocortical connectivity in core, matrix, and reticular thalamic circuits3
Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex3
Stability and dynamics of a spectral graph model of brain oscillations3
Expanding connectomics to the laminar level: A perspective3
Structural connectome constrained graphical lasso for MEG partial coherence3
Larger lesion volume in people with multiple sclerosis is associated with increased transition energies between brain states and decreased entropy of brain activity3
Network alignment and similarity reveal atlas-based topological differences in structural connectomes3
Normalization effect of levodopa on hierarchical brain function in Parkinson’s disease3
The topology, stability, and instability of learning-induced brain network repertoires in schizophrenia3
Graph theoretical approach to brain remodeling in multiple sclerosis2
Functional connectivity of fMRI using differential covariance predicts structural connectivity and behavioral reaction times2
Functional coordinates: Modeling interactions between brain regions as points in a function space2
Structure-informed functional connectivity driven by identifiable and state-specific control regions2
A multilayer network model of neuron-astrocyte populations in vitro reveals mGluR5 inhibition is protective following traumatic injury2
Toward stability of dynamic FC estimates in neuroimaging and electrophysiology: Solutions and limits2
Improvements in task performance after practice are associated with scale-free dynamics of brain activity2
Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data2
Altered large-scale brain network interactions associated with HIV infection and error processing2
Intermittent brain network reconfigurations and the resistance to social media influence2
Functional connectome fingerprinting across the lifespan2
Adaptive rewiring in nonuniform coupled oscillators2
?1 persistent features of the resting-state connectome in healthy subjects2
Temporal Mapper: Transition networks in simulated and real neural dynamics2
A transformer model for learning spatiotemporal contextual representation in fMRI data2
Functional connectivity–based prediction of global cognition and motor function in riluzole-naive amyotrophic lateral sclerosis patients2
An application of neighbourhoods in digraphs to the classification of binary dynamics2
The role of epidemic spreading in seizure dynamics and epilepsy surgery2
Morphometric features of drug-resistant essential tremor and recovery after stereotactic radiosurgical thalamotomy2
The backbone network of dynamic functional connectivity2
Hierarchical organization of spontaneous co-fluctuations in densely sampled individuals using fMRI2
A novel dynamic network imaging analysis method reveals aging-related fragmentation of cortical networks in mouse2
Coupling of the spatial distributions between sMRI and PET reveals the progression of Alzheimer’s disease2
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