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 2020-11-01 to 2024-11-01.)
ArticleCitations
Dynamic expression of brain functional systems disclosed by fine-scale analysis of edge time series63
Combining network topology and information theory to construct representative brain networks58
Parcels and particles: Markov blankets in the brain47
Graph convolutional network for fMRI analysis based on connectivity neighborhood44
Dynamic community detection reveals transient reorganization of functional brain networks across a female menstrual cycle36
Multi-spatial-scale dynamic interactions between functional sources reveal sex-specific changes in schizophrenia36
Allostasis as a core feature of hierarchical gradients in the human brain32
Controversies and progress on standardization of large-scale brain network nomenclature27
Edges in brain networks: Contributions to models of structure and function26
A unified approach for characterizing static/dynamic connectivity frequency profiles using filter banks24
Parcellation-induced variation of empirical and simulated brain connectomes at group and subject levels23
Latent functional connectivity underlying multiple brain states23
Differential contributions of static and time-varying functional connectivity to human behavior23
Efficient coding in the economics of human brain connectomics21
It’s about time: Linking dynamical systems with human neuroimaging to understand the brain21
The ascending arousal system promotes optimal performance through mesoscale network integration in a visuospatial attentional task20
Minimum spanning tree analysis of brain networks: A systematic review of network size effects, sensitivity for neuropsychiatric pathology, and disorder specificity18
Predicting MEG resting-state functional connectivity from microstructural information18
Gradients of connectivity as graph Fourier bases of brain activity18
A natural cortical axis connecting the outside and inside of the human brain18
The R1-weighted connectome: complementing brain networks with a myelin-sensitive measure17
Applying multilayer analysis to morphological, structural, and functional brain networks to identify relevant dysfunction patterns16
Inferring network properties from time series using transfer entropy and mutual information: Validation of multivariate versus bivariate approaches16
Structure-function coupling as a correlate and potential biomarker of cognitive impairment in multiple sclerosis16
Effects of classic psychedelic drugs on turbulent signatures in brain dynamics15
Multiscale dynamic mean field (MDMF) model relates resting-state brain dynamics with local cortical excitatory–inhibitory neurotransmitter homeostasis15
The arrow of time of brain signals in cognition: Potential intriguing role of parts of the default mode network14
Multimodal multilayer network centrality relates to executive functioning13
Braiding Braak and Braak: Staging patterns and model selection in network neurodegeneration13
Dynamical interactions reconfigure the gradient of cortical timescales12
Unraveling reproducible dynamic states of individual brain functional parcellation11
Atypical core-periphery brain dynamics in autism11
Simplicial and topological descriptions of human brain dynamics11
Exploratory factor analysis with structured residuals for brain network data11
Spontaneous eye movements during eyes-open rest reduce resting-state-network modularity by increasing visual-sensorimotor connectivity11
High-amplitude network co-fluctuations linked to variation in hormone concentrations over the menstrual cycle11
Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?11
Theoretical foundations of studying criticality in the brain11
Test-retest reliability of regression dynamic causal modeling11
Network controllability mediates the relationship between rigid structure and flexible dynamics10
Normalizing the brain connectome for communication through synchronization10
Spectral dynamic causal modeling: A didactic introduction and its relationship with functional connectivity10
A morphospace of functional configuration to assess configural breadth based on brain functional networks10
Toward an information theoretical description of communication in brain networks9
Optimizing network neuroscience computation of individual differences in human spontaneous brain activity for test-retest reliability9
Regional radiomics similarity networks (R2SNs) in the human brain: Reproducibility, small-world properties and a biological basis9
Inferring excitation-inhibition dynamics using a maximum entropy model unifying brain structure and function9
Empirical evaluation of human fetal fMRI preprocessing steps9
NeuMapper: A scalable computational framework for multiscale exploration of the brain’s dynamical organization9
More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism9
Multimodal connectome biomarkers of cognitive and affective dysfunction in the common epilepsies9
Computerized physical and cognitive training improves the functional architecture of the brain in adults with Down syndrome: A network science EEG study8
Larger lesion volume in people with multiple sclerosis is associated with increased transition energies between brain states and decreased entropy of brain activity8
Forecasting brain activity based on models of spatiotemporal brain dynamics: A comparison of graph neural network architectures8
A regression framework for brain network distance metrics8
Connectomic analysis of Alzheimer’s disease using percolation theory7
Functional network antagonism and consciousness7
Infant functional networks are modulated by state of consciousness and circadian rhythm7
MRI network progression in mesial temporal lobe epilepsy related to healthy brain architecture7
Improvements in task performance after practice are associated with scale-free dynamics of brain activity7
The missing role of gray matter in studying brain controllability7
Thalamocortical contribution to flexible learning in neural systems7
Predicting longitudinal brain atrophy in Parkinson’s disease using a Susceptible-Infected-Removed agent-based model7
Feeding the machine: Challenges to reproducible predictive modeling in resting-state connectomics7
Persistence of information flow: A multiscale characterization of human brain7
The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations6
Structure supports function: Informing directed and dynamic functional connectivity with anatomical priors6
Benchmarking functional connectivity by the structure and geometry of the human brain6
Disruption of large-scale electrophysiological networks in stroke patients with visuospatial neglect6
Exploring personalized structural connectomics for moderate to severe traumatic brain injury6
Cytosolic PSD-95 interactor alters functional organization of neural circuits and AMPA receptor signaling independent of PSD-95 binding6
Circuit analysis of the Drosophila brain using connectivity-based neuronal classification reveals organization of key communication pathways6
From calcium imaging to graph topology6
Multiclass characterization of frontotemporal dementia variants via multimodal brain network computational inference6
The effect of using group-averaged or individualized brain parcellations when investigating connectome dysfunction in psychosis6
Constraining functional coactivation with a cluster-based structural connectivity network6
Modulation of limbic resting-state networks by subthalamic nucleus deep brain stimulation5
A transformer model for learning spatiotemporal contextual representation in fMRI data5
Neuronal classification from network connectivity via adjacency spectral embedding5
Quantifying brain state transition cost via Schrödinger Bridge5
Stability and dynamics of a spectral graph model of brain oscillations5
Classification and prediction of cognitive performance differences in older age based on brain network patterns using a machine learning approach5
Structure-informed functional connectivity driven by identifiable and state-specific control regions5
Measures of the coupling between fluctuating brain network organization and heartbeat dynamics5
The topology, stability, and instability of learning-induced brain network repertoires in schizophrenia5
Expanding connectomics to the laminar level: A perspective5
Graph theoretical approach to brain remodeling in multiple sclerosis4
FiNN: A toolbox for neurophysiological network analysis4
Temporal Mapper: Transition networks in simulated and real neural dynamics4
Structural connectome constrained graphical lasso for MEG partial coherence4
The human brain connectome weighted by the myelin content and total intra-axonal cross-sectional area of white matter tracts4
Hub overload and failure as a final common pathway in neurological brain network disorders4
Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex4
A mixed-modeling framework for whole-brain dynamic network analysis4
Altered large-scale brain network interactions associated with HIV infection and error processing4
Independent contributions of structural and functional connectivity: Evidence from a stroke model4
Normalization effect of levodopa on hierarchical brain function in Parkinson’s disease4
NetPlotBrain: A Python package for visualizing networks and brains4
Coupling of the spatial distributions between sMRI and PET reveals the progression of Alzheimer’s disease4
Brain signal variability and executive functions across the life span3
?1 persistent features of the resting-state connectome in healthy subjects3
Elevating understanding: Linking high-altitude hypoxia to brain aging through EEG functional connectivity and spectral analyses3
Increased structural connectivity in high schizotypy3
Functional connectome fingerprinting across the lifespan3
The role of epidemic spreading in seizure dynamics and epilepsy surgery3
Sex differences in multilayer functional network topology over the course of aging in 37543 UK Biobank participants3
Sleep spindles in primates: Modeling the effects of distinct laminar thalamocortical connectivity in core, matrix, and reticular thalamic circuits3
Comparing the stability and reproducibility of brain-behavior relationships found using canonical correlation analysis and partial least squares within the ABCD sample3
Reconfigurations in brain networks upon awakening from slow wave sleep: Interventions and implications in neural communication3
Functional coordinates: Modeling interactions between brain regions as points in a function space3
Adaptive rewiring in nonuniform coupled oscillators3
Network alignment and similarity reveal atlas-based topological differences in structural connectomes3
Personality network neuroscience: Promises and challenges on the way toward a unifying framework of individual variability3
On null models for temporal small-worldness in brain dynamics3
Response inhibition in premotor cortex corresponds to a complex reshuffle of the mesoscopic information network3
Intermittent brain network reconfigurations and the resistance to social media influence3
Similar neural states, but dissimilar decoding patterns for motor control in parietal cortex2
Static and dynamic functional connectome reveals reconfiguration profiles of whole-brain network across cognitive states2
Similarity in evoked responses does not imply similarity in macroscopic network states2
Directed functional and structural connectivity in a large-scale model for the mouse cortex2
A perturbative approach to study information communication in brain networks2
A parcellation scheme of mouse isocortex based on reversals in connectivity gradients2
A multilayer network model of neuron-astrocyte populations in vitro reveals mGluR5 inhibition is protective following traumatic injury2
Executive functions–based reading training engages the cingulo-opercular and dorsal attention networks2
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
An application of neighbourhoods in digraphs to the classification of binary dynamics2
Can hubs of the human connectome be identified consistently with diffusion MRI?2
Creativity at rest: Exploring functional network connectivity of creative experts2
Age differences in functional brain networks associated with loneliness and empathy2
The unique neural signature of your trip: Functional connectome fingerprints of subjective psilocybin experience2
Pattern of frustration formation in the functional brain network2
State-switching and high-order spatiotemporal organization of dynamic functional connectivity are disrupted by Alzheimer’s disease2
Hyperbolic disc embedding of functional human brain connectomes using resting-state fMRI2
Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data2
Functional connectivity–based prediction of global cognition and motor function in riluzole-naive amyotrophic lateral sclerosis patients2
Functional connectivity of fMRI using differential covariance predicts structural connectivity and behavioral reaction times2
Morphometric features of drug-resistant essential tremor and recovery after stereotactic radiosurgical thalamotomy2
Computational approaches to treatment response prediction in major depression using brain activity and behavioral data: A systematic review2
Structural white matter characteristics for working memory and switching/inhibition in children with reading difficulties: The role of the left superior longitudinal fasciculus2
The backbone network of dynamic functional connectivity2
Dynamic rewiring of electrophysiological brain networks during learning2
Toward stability of dynamic FC estimates in neuroimaging and electrophysiology: Solutions and limits2
Percolation may explain efficiency, robustness, and economy of the brain2
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