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 2021-05-01 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
Interdependence patterns of multifrequency oscillations predict visuomotor behavior23
Simplicial and topological descriptions of human brain dynamics23
An information-theoretic framework for conditional causality analysis of brain networks22
Segregation-to-integration transformation model of memory evolution20
Localization of the epileptogenic network from scalp EEG using a patient-specific whole-brain model19
More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism19
Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data18
The serotonergic psychedelic N,N-dipropyltryptamine alters information-processing dynamics in in vitro cortical neural circuits18
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
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
Circuits in the motor cortex explain oscillatory responses to transcranial magnetic stimulation14
Dynamical interactions reconfigure the gradient of cortical timescales13
Hyperbolic disc embedding of functional human brain connectomes using resting-state fMRI13
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
Significant subgraph mining for neural network inference with multiple comparisons correction12
Modulation of limbic resting-state networks by subthalamic nucleus deep brain stimulation12
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
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
Thalamocortical interactions reflecting the intensity of flicker light–induced visual hallucinatory phenomena10
NetPlotBrain: A Python package for visualizing networks and brains10
Can hubs of the human connectome be identified consistently with diffusion MRI?9
The role of epidemic spreading in seizure dynamics and epilepsy surgery9
Multiplex connectomics reveal altered networks in frontotemporal dementia: A multisite study9
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
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
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
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
Jointly Estimating Individual and Group Networks from fMRI Data6
Editorial: Focus feature on biomarkers in network neuroscience6
Linking fast and slow: The case for generative models6
Cognitive and perceptual load have opposing effects on brain network efficiency and behavioral variability in ADHD6
FiNN: A toolbox for neurophysiological network analysis6
State-switching and high-order spatiotemporal organization of dynamic functional connectivity are disrupted by Alzheimer’s disease6
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
Multimodal MRI accurately identifies amyloid status in unbalanced cohorts in Alzheimer’s disease continuum6
NBS-SNI, an extension of the network-based statistic: Abnormal functional connections between important structural actors6
Longitudinal changes in MEG-based brain network topology of ALS patients with cognitive/behavioral impairment—An exploratory study6
Dynamic rewiring of electrophysiological brain networks during learning6
Sex differences in multilayer functional network topology over the course of aging in 37543 UK Biobank participants5
The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations5
Brain signal variability and executive functions across the life span5
Brain signaling becomes less integrated and more segregated with age5
Test-retest reliability of dynamic functional connectivity parameters for a two-state model5
Computational approaches to treatment response prediction in major depression using brain activity and behavioral data: A systematic review5
Allostasis as a core feature of hierarchical gradients in the human brain5
Metric structural human connectomes: Localization and multifractality of eigenmodes5
Brain sodium MRI-derived priors support the estimation of epileptogenic zones using personalized model-based methods in epilepsy5
Translational network neuroscience: Nine roadblocks and possible solutions5
Persistence of information flow: A multiscale characterization of human brain4
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 analyses4
Comparison of different group-level templates in gradient-based multimodal connectivity analysis4
Multimodal connectome biomarkers of cognitive and affective dysfunction in the common epilepsies4
Transient destabilization of interhemispheric functional connectivity induced by spreading depolarization4
Neuronal classification from network connectivity via adjacency spectral embedding4
The arrow of time of brain signals in cognition: Potential intriguing role of parts of the default mode network4
Resolving inter-regional communication capacity in the human connectome4
Age-related variability in network engagement during music listening4
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
Improvements in task performance after practice are associated with scale-free dynamics of brain activity4
Response inhibition in premotor cortex corresponds to a complex reshuffle of the mesoscopic information network4
Structural connectome constrained graphical lasso for MEG partial coherence4
Dynamic fluctuations of intrinsic brain activity are associated with consistent topological patterns in puberty and are biomarkers of neural maturation4
Bridging physiological and perceptual views of autism by means of sampling-based Bayesian inference4
Comparing individual and group-level simulated neurophysiological brain connectivity using the Jansen and Rit neural mass model4
Forecasting brain activity based on models of spatiotemporal brain dynamics: A comparison of graph neural network architectures4
Normalization effect of levodopa on hierarchical brain function in Parkinson’s disease3
Temporal Mapper: Transition networks in simulated and real neural dynamics3
A natural cortical axis connecting the outside and inside of the human brain3
The control costs of human brain dynamics3
A spatially constrained independent component analysis jointly informed by structural and functional network connectivity3
Toward stability of dynamic FC estimates in neuroimaging and electrophysiology: Solutions and limits3
Pattern of frustration formation in the functional brain network3
Percolation may explain efficiency, robustness, and economy of the brain3
Structure-function coupling using fixel-based analysis and functional magnetic resonance imaging in Alzheimer’s disease and Mild Cognitive Impairment3
It’s about time: Linking dynamical systems with human neuroimaging to understand the brain3
Theoretical foundations of studying criticality in the brain3
Hierarchical organization of spontaneous co-fluctuations in densely sampled individuals using fMRI3
Coupling of the spatial distributions between sMRI and PET reveals the progression of Alzheimer’s disease3
Predicting response speed and age from task-evoked effective connectivity3
Individualized epidemic spreading models predict epilepsy surgery outcomes: A pseudo-prospective study2
Transcranial ultrasound stimulation effect in the redundant and synergistic networks consistent across macaques2
Quantifying the influence of biophysical factors in shaping brain communication through remnant functional networks2
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
Intermittent brain network reconfigurations and the resistance to social media influence2
Neural correlates of motor learning: Network communication versus local oscillations2
A multilayer network model of neuron-astrocyte populations in vitro reveals mGluR5 inhibition is protective following traumatic injury2
A perturbative approach to study information communication in brain networks2
Firing rate distributions in plastic networks of spiking neurons2
Linking the neural signature of response time variability to Alzheimer’s disease pathology and cognitive functioning2
Erratum: Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?2
From correlation to communication: Disentangling hidden factors from functional connectivity changes2
Connectome embedding in multidimensional graph spaces2
Editorial: Focus feature on consciousness and cognition2
Description length guided nonlinear unified Granger causality analysis2
An information-theoretic analysis of resting-state versus task fMRI2
Tangent space functional reconfigurations in individuals at risk for alcohol use disorder2
Differential spatial working memory–related functional network reconfiguration in young and older adults2
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