Network Neuroscience

Papers
(The median citation count of Network Neuroscience is 3. 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 2021-11-01 to 2025-11-01.)
ArticleCitations
A gradient of hemisphere-specific dorsal to ventral processing routes in parieto-premotor networks77
Brain rewiring during development: A comparative analysis of larval and adult Drosophila melanogaster connectomes63
High-amplitude network co-fluctuations linked to variation in hormone concentrations over the menstrual cycle56
Spectral dynamic causal modeling: A didactic introduction and its relationship with functional connectivity48
Interdependence patterns of multifrequency oscillations predict visuomotor behavior37
Cognitive abilities are associated with rapid dynamics of electrophysiological connectome states34
Neural network embedding of functional microconnectome32
From calcium imaging to graph topology32
Functional connectome fingerprinting across the lifespan28
Multimodal multilayer network centrality relates to executive functioning28
Female 3xTg-AD mice demonstrate hyperexcitability phenotype of Alzheimer’s disease in structure-function and function-behavior relationships27
Localization of the epileptogenic network from scalp EEG using a patient-specific whole-brain model26
Segregation-to-integration transformation model of memory evolution25
Network control theory applied to the human connectome: A study on variability and discriminability of fMRI connectomic features under normal and defective sensorineural conditions25
More than the sum of its parts: Merging network psychometrics and network neuroscience with application in autism25
Exploring memory-related network via dorsal hippocampus suppression21
An information-theoretic framework for conditional causality analysis of brain networks21
Circuit analysis of the Drosophila brain using connectivity-based neuronal classification reveals organization of key communication pathways20
Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data20
The global neuronal workspace as a broadcasting network20
The serotonergic psychedelic N,N-dipropyltryptamine alters information-processing dynamics in in vitro cortical neural circuits19
Reorganization of structural connectivity in the brain supports preservation of cognitive ability in healthy aging18
Top-down threat bias in pain perception is predicted by higher segregation between resting-state networks17
Characterizing dynamic functional connectivity subnetwork contributions in narrative classification with Shapley values17
Circuits in the motor cortex explain oscillatory responses to transcranial magnetic stimulation17
Neurobiologically informed graph theory analysis of the language system16
Dynamical interactions reconfigure the gradient of cortical timescales16
Hyperbolic disc embedding of functional human brain connectomes using resting-state fMRI16
The effect of using group-averaged or individualized brain parcellations when investigating connectome dysfunction in psychosis16
Significant subgraph mining for neural network inference with multiple comparisons correction15
Multiclass characterization of frontotemporal dementia variants via multimodal brain network computational inference15
Topological cluster statistic (TCS): Toward structural connectivity–guided fMRI cluster enhancement15
Validating MEG estimated resting-state connectome with intracranial EEG14
Structure-function coupling as a correlate and potential biomarker of cognitive impairment in multiple sclerosis13
Morphometric features of drug-resistant essential tremor and recovery after stereotactic radiosurgical thalamotomy13
Weak coupling of neurons enables very high-frequency and ultra-fast oscillations through the interplay of synchronized phase shifts13
Similarity in evoked responses does not imply similarity in macroscopic network states13
Predicting an individual’s functional connectivity from their structural connectome: Evaluation of evidence, recommendations, and future prospects13
Modulation of limbic resting-state networks by subthalamic nucleus deep brain stimulation13
Implanting intracranial electrodes does not affect spikes or network connectivity in nearby or connected brain regions13
Abnormal wiring of the structural connectome in adults with ADHD12
Multilayer network analysis across cortical depths in 7-T resting-state fMRI12
The role of epidemic spreading in seizure dynamics and epilepsy surgery12
Network-level permutation entropy of resting-state MEG recordings: A novel biomarker for early-stage Alzheimer’s disease?12
Thalamocortical interactions reflecting the intensity of flicker light–induced visual hallucinatory phenomena12
A Bayesian incorporated linear non-Gaussian acyclic model for multiple directed graph estimation to study brain emotion circuit development in adolescence12
Controversies and progress on standardization of large-scale brain network nomenclature12
Multi-spatial-scale dynamic interactions between functional sources reveal sex-specific changes in schizophrenia12
Multiplex connectomics reveal altered networks in frontotemporal dementia: A multisite study11
Impaired brain-heart axis in focal epilepsy: Alterations in information flow and implications for seizure dynamics11
Can hubs of the human connectome be identified consistently with diffusion MRI?11
Generative dynamical models for classification of rsfMRI data10
NetPlotBrain: A Python package for visualizing networks and brains10
The human brain connectome weighted by the myelin content and total intra-axonal cross-sectional area of white matter tracts10
An application of neighbourhoods in digraphs to the classification of binary dynamics10
Minimum spanning tree analysis of brain networks: A systematic review of network size effects, sensitivity for neuropsychiatric pathology, and disorder specificity9
Latent functional connectivity underlying multiple brain states9
Modeling the cell-type-specific mesoscale murine connectome with anterograde tracing experiments9
Greater audiovisual integration with executive functions networks following a visual rhythmic reading training in children with reading difficulties: An fMRI study9
Functional network antagonism and consciousness9
Constraining functional coactivation with a cluster-based structural connectivity network9
Reconstructing brain functional networks through identifiability and deep learning9
A mixed-modeling framework for whole-brain dynamic network analysis9
Erratum for “Frequency-based brain networks: From a multiplex framework to a full multilayer description”9
Nonoptimal component placement of the human connectome supports variable brain dynamics9
Static and dynamic functional connectome reveals reconfiguration profiles of whole-brain network across cognitive states9
FiNN: A toolbox for neurophysiological network analysis8
Weighting the structural connectome: Exploring its impact on network properties and predicting cognitive performance in the human brain8
Deconstructing the Mapper algorithm to extract richer topological and temporal features from functional neuroimaging data8
Individualized mouse brain network models produce asymmetric patterns of functional connectivity after simulated traumatic injury8
NBS-SNI, an extension of the network-based statistic: Abnormal functional connections between important structural actors8
Dynamic interactions between anterior insula and anterior cingulate cortex link perceptual features and heart rate variability during movie viewing8
Longitudinal changes in MEG-based brain network topology of ALS patients with cognitive/behavioral impairment—An exploratory study8
Evidence for white matter intrinsic connectivity networks at rest and during a task: A large-scale study and templates7
Brain signaling becomes less integrated and more segregated with age7
Dynamic rewiring of electrophysiological brain networks during learning7
Editorial: Focus feature on biomarkers in network neuroscience7
Multimodal MRI accurately identifies amyloid status in unbalanced cohorts in Alzheimer’s disease continuum7
State-switching and high-order spatiotemporal organization of dynamic functional connectivity are disrupted by Alzheimer’s disease7
Benchmarking functional connectivity by the structure and geometry of the human brain7
Cognitive and perceptual load have opposing effects on brain network efficiency and behavioral variability in ADHD7
Jointly estimating individual and group networks from fMRI data7
A prior-knowledge-guided feature selection method and its application to biomarker identification of schizophrenia7
Brain sodium MRI-derived priors support the estimation of epileptogenic zones using personalized model-based methods in epilepsy7
Linking fast and slow: The case for generative models7
Predicting longitudinal brain atrophy in Parkinson’s disease using a Susceptible-Infected-Removed agent-based model7
Connectivity and function are coupled across cognitive domains throughout the brain7
Sex differences in multilayer functional network topology over the course of aging in 37543 UK Biobank participants6
The impact of regional heterogeneity in whole-brain dynamics in the presence of oscillations6
Test-retest reliability of dynamic functional connectivity parameters for a two-state model6
Translational network neuroscience: Nine roadblocks and possible solutions6
Brain signal variability and executive functions across the life span6
Computational approaches to treatment response prediction in major depression using brain activity and behavioral data: A systematic review6
Metric structural human connectomes: Localization and multifractality of eigenmodes6
Allostasis as a core feature of hierarchical gradients in the human brain6
Age-related variability in network engagement during music listening5
Resolving inter-regional communication capacity in the human connectome5
Multimodal connectome biomarkers of cognitive and affective dysfunction in the common epilepsies5
Bridging physiological and perceptual views of autism by means of sampling-based Bayesian inference5
Comparing individual and group-level simulated neurophysiological brain connectivity using the Jansen and Rit neural mass model5
Comparison of different group-level templates in gradient-based multimodal connectivity analysis5
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 arrow of time of brain signals in cognition: Potential intriguing role of parts of the default mode network5
Similar neural states, but dissimilar decoding patterns for motor control in parietal cortex5
Transient destabilization of interhemispheric functional connectivity induced by spreading depolarization5
Response inhibition in premotor cortex corresponds to a complex reshuffle of the mesoscopic information network5
Structural connectome constrained graphical lasso for MEG partial coherence5
Dynamic fluctuations of intrinsic brain activity are associated with consistent topological patterns in puberty and are biomarkers of neural maturation5
Functional connectivity–based prediction of global cognition and motor function in riluzole-naive amyotrophic lateral sclerosis patients5
A natural cortical axis connecting the outside and inside of the human brain4
Normalization effect of levodopa on hierarchical brain function in Parkinson’s disease4
Coupling of the spatial distributions between sMRI and PET reveals the progression of Alzheimer’s disease4
A spatially constrained independent component analysis jointly informed by structural and functional network connectivity4
Predicting response speed and age from task-evoked effective connectivity4
Temporal Mapper: Transition networks in simulated and real neural dynamics4
It’s about time: Linking dynamical systems with human neuroimaging to understand the brain4
Alterations in topology, cost, and dynamics of gamma-band EEG functional networks in a preclinical model of traumatic brain injury4
Improvements in task performance after practice are associated with scale-free dynamics of brain activity4
Structure–function coupling using fixel-based analysis and functional magnetic resonance imaging in Alzheimer’s disease and mild cognitive impairment4
The control costs of human brain dynamics4
Toward stability of dynamic FC estimates in neuroimaging and electrophysiology: Solutions and limits4
Theoretical foundations of studying criticality in the brain4
Percolation may explain efficiency, robustness, and economy of the brain4
Forecasting brain activity based on models of spatiotemporal brain dynamics: A comparison of graph neural network architectures4
Hierarchical organization of spontaneous co-fluctuations in densely sampled individuals using fMRI4
Connectome embedding in multidimensional graph spaces3
Individualized epidemic spreading models predict epilepsy surgery outcomes: A pseudo-prospective study3
A novel framework to quantify dynamic convergence and divergence of overlapping brain states characterizing four psychiatric disorders3
Description length guided nonlinear unified Granger causality analysis3
Network-level enrichment provides a framework for biological interpretation of machine learning results3
An information-theoretic analysis of resting-state versus task fMRI3
Transcranial ultrasound stimulation effect in the redundant and synergistic networks consistent across macaques3
Quantifying the influence of biophysical factors in shaping brain communication through remnant functional networks3
Editorial: Focus feature on consciousness and cognition3
Metastable dynamics emerge from local excitatory–inhibitory homeostasis in the cortex at rest3
Firing rate distributions in plastic networks of spiking neurons3
Linking the neural signature of response time variability to Alzheimer’s disease pathology and cognitive functioning3
A perturbative approach to study information communication in brain networks3
A multilayer network model of neuron-astrocyte populations in vitro reveals mGluR5 inhibition is protective following traumatic injury3
Neural correlates of motor learning: Network communication versus local oscillations3
From correlation to communication: Disentangling hidden factors from functional connectivity changes3
Pattern of frustration formation in the functional brain network3
Differential spatial working memory–related functional network reconfiguration in young and older adults3
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