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On Proximity and Structural Role-based Embeddings in Networks

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Visualizing large graphs
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Anomaly detection in dynamic networks: a survey
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Defining and Measuring Trophic Role Similarity in Food Webs Using Regular Equivalence
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Local Clustering of Large Graphs by Approximate Fiedler Vectors
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A Survey of Link Prediction in Social Networks
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Statistical Analysis of Network Data with R
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node2bits: Compact Time- and Attribute-Aware Node Representations for User Stitching
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Understanding Community Effects on Information Diffusion
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Information Visualization
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Edge Role Discovery via Higher-Order Structures
inferredcites →https://doi.org/10.1007/978-3-319-93037-4_14openalex-snapshot
Sub2Vec: Feature Learning for Subgraphs
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Ranking Links on the Web: Search and Surf Engines
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Visual Analytics: Definition, Process, and Challenges
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Is There a Best Quality Metric for Graph Clusters?
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Time-Evolving Relational Classification and Ensemble Methods
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Graph Metrics for Temporal Networks
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Anomaly Detection: A Survey
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Graphlet decomposition: framework, algorithms, and applications
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Micro- and macro-level churn analysis of large-scale mobile games
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Leveraging social media networks for classification
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Graph based anomaly detection and description: a survey
inferredcites →https://doi.org/10.1007/s10618-020-00733-5openalex-snapshot
Deep graph similarity learning: a survey
inferredcites →https://doi.org/10.1007/s10844-011-0183-2openalex-snapshot
Community-based anomaly detection in evolutionary networks
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Role colouring a graph
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Structural equivalence: Meaning and definition, computation and application
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Graph and semigroup homomorphisms on networks of relations
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Graph clustering
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Graph embedding techniques, applications, and performance: A survey
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Community detection in graphs
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A puzzle concerning triads in social networks: Graph constraints and the triad census
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Relations, residuals, regular interiors, and relative regular equivalence
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Models and Methods in Social Network Analysis
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Graph-Theoretic Techniques for Macromolecular Docking
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Structural equivalence of individuals in social networks
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Regular equivalence: General theory
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An Exponential Family of Probability Distributions for Directed Graphs
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A Dynamical System for PageRank with Time-Dependent Teleportation
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Homophily-Heterophily: Relational Concepts for Communication Research
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Temporal motifs in time-dependent networks
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Pairwise Alignment of Protein Interaction Networks
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Biological network comparison using graphlet degree distribution
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Biological network comparison using graphlet degree distribution
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Multi-Scale attributed node embedding
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Finding and evaluating community structure in networks
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Fast algorithm for detecting community structure in networks
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Near linear time algorithm to detect community structures in large-scale networks
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Learning Graph Representation: A Comparative Study
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Relational Similarity Machines (RSM): A Similarity-based Learning Framework for Graphs
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Local Graph Partitioning using PageRank Vectors
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An embedding approach to anomaly detection
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Proceedings 2001 IEEE International Conference on Data Mining
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Leveraging Relational Autocorrelation with Latent Group Models
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Detecting Novel Discrepancies in Communication Networks
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Predicting Social Links for New Users across Aligned Heterogeneous Social Networks
inferredcites →https://doi.org/10.1109/icdm.2015.141openalex-snapshot
Efficient Graphlet Counting for Large Networks
inferredcites →https://doi.org/10.1109/icdm.2016.0072openalex-snapshot
Homophily, Structure, and Content Augmented Network Representation Learning
inferredcites →https://doi.org/10.1109/icdm.2018.00043openalex-snapshot
A Semi-Supervised and Inductive Embedding Model for Churn Prediction of Large-Scale Mobile Games
inferredcites →https://doi.org/10.1109/icdm.2019.00039openalex-snapshot
Distribution of Node Embeddings as Multiresolution Features for Graphs
inferredcites →https://doi.org/10.1109/icdm.2019.00058openalex-snapshot
RiWalk: Fast Structural Node Embedding via Role Identification
inferredcites →https://doi.org/10.1109/icdmw.2007.35openalex-snapshot
Combining Collective Classification and Link Prediction
inferredcites →https://doi.org/10.1109/infcom.2012.6195540openalex-snapshot
Sampling directed graphs with random walks
inferredcites →https://doi.org/10.1109/mci.2019.2919396openalex-snapshot
Embedding Both Finite and Infinite Communities on Graphs [Application Notes]
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On clusterings-good, bad and spectral
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Network Representation Learning: A Survey
inferredcites →https://doi.org/10.1109/tii.2019.2947066openalex-snapshot
Attribute-Aware Graph Recurrent Networks for Scholarly Friend Recommendation Based on Internet of Scholars in Scholarly Big Data
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Sub-Markov Random Walk for Image Segmentation
inferredcites →https://doi.org/10.1109/tkde.2010.271openalex-snapshot
Dense Subgraph Extraction with Application to Community Detection
inferredcites →https://doi.org/10.1109/tkde.2014.2349913openalex-snapshot
Role Discovery in Networks
inferredcites →https://doi.org/10.1109/tkde.2018.2807452openalex-snapshot
A Comprehensive Survey of Graph Embedding: Problems, Techniques, and Applications
inferredcites →https://doi.org/10.1109/tkde.2018.2878247openalex-snapshot
Deep Inductive Graph Representation Learning
inferredcites →https://doi.org/10.1109/tkde.2019.2947478openalex-snapshot
Learning Structural Node Representations using Graph Kernels
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A Comprehensive Survey on Graph Neural Networks
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ASK-GraphView: A Large Scale Graph Visualization System
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Proceedings IEEE/WIC International Conference on Web Intelligence (WI 2003)
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Clustering approach for hybrid recommender system
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Visual Analysis of Large Graphs: State‐of‐the‐Art and Future Research Challenges
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A Local Clustering Algorithm for Massive Graphs and Its Application to Nearly Linear Time Graph Partitioning
inferredcites →https://doi.org/10.1137/1.9780898719918openalex-snapshot
Graph Algorithms in the Language of Linear Algebra
inferredcites →https://doi.org/10.1137/1.9781611972801.66openalex-snapshot
HCDF: A Hybrid Community Discovery Framework
inferredcites →https://doi.org/10.1137/1.9781611973440.11openalex-snapshot
VOG: Summarizing and Understanding Large Graphs
inferredcites →https://doi.org/10.1137/1.9781611974973.49openalex-snapshot
Graph-based semi-supervised learning for relational networks
inferredcites →https://doi.org/10.1137/1.9781611976236.71openalex-snapshot
Deep Parametric Model for Discovering Group-cohesive Functional Brain Regions
inferredcites →https://doi.org/10.1145/1014052.1014102openalex-snapshot
Eigenspace-based anomaly detection in computer systems
inferredcites →https://doi.org/10.1145/1150402.1150467openalex-snapshot
Evolutionary clustering
inferredcites →https://doi.org/10.1145/1401890.1401925openalex-snapshot
Using ghost edges for classification in sparsely labeled networks
inferredcites →https://doi.org/10.1145/1541880.1541882openalex-snapshot
Anomaly detection
inferredcites →https://doi.org/10.1145/1553374.1553416openalex-snapshot
Dynamic mixed membership blockmodel for evolving networks
inferredcites →https://doi.org/10.1145/1772690.1772752openalex-snapshot
Randomization tests for distinguishing social influence and homophily effects
inferredcites →https://doi.org/10.1145/2339530openalex-snapshot
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
inferredcites →https://doi.org/10.1145/2339530.2339723openalex-snapshot
RolX
inferredcites →https://doi.org/10.1145/2433396.2433403openalex-snapshot
Cascade-based community detection
inferredcites →https://doi.org/10.1145/2433396.2433479openalex-snapshot
Modeling dynamic behavior in large evolving graphs
inferredcites →https://doi.org/10.1145/2470654.2466444openalex-snapshot
Motif simplification
inferredcites →https://doi.org/10.1145/2487575.2487620openalex-snapshot
Guided learning for role discovery (GLRD)
inferredcites →https://doi.org/10.1145/2601438openalex-snapshot
Network Sampling
inferredcites →https://doi.org/10.1145/2623330.2623706openalex-snapshot
Heat kernel based community detection
inferredcites →https://doi.org/10.1145/2623330.2623732openalex-snapshot
DeepWalk
inferredcites →https://doi.org/10.1145/2736277.2741093openalex-snapshot
LINE
inferredcites →https://doi.org/10.1145/276627.276652openalex-snapshot
Inferring Web communities from link topology
inferredcites →https://doi.org/10.1145/2783258.2783321openalex-snapshot
TimeCrunch
inferredcites →https://doi.org/10.1145/2806416.2806512openalex-snapshot
GraRep
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Almost Optimal Local Graph Clustering Using Evolving Sets
inferredcites →https://doi.org/10.1145/2939672.2939751openalex-snapshot
Asymmetric Transitivity Preserving Graph Embedding
inferredcites →https://doi.org/10.1145/2939672.2939754openalex-snapshot
node2vec
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Proceedings of the 25th ACM International on Conference on Information and Knowledge Management
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Carina
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metapath2vec
inferredcites →https://doi.org/10.1145/3132847.3132925openalex-snapshot
Learning Community Embedding with Community Detection and Node Embedding on Graphs
inferredcites →https://doi.org/10.1145/3159652.3159706openalex-snapshot
Network Embedding as Matrix Factorization
inferredcites →https://doi.org/10.1145/3184558.3191526openalex-snapshot
Continuous-Time Dynamic Network Embeddings
inferredcites →https://doi.org/10.1145/3185059openalex-snapshot
Designing Size Consistent Statistics for Accurate Anomaly Detection in Dynamic Networks
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Graph Summarization Methods and Applications
inferredcites →https://doi.org/10.1145/3200764openalex-snapshot
Interactive Visual Graph Mining and Learning
inferredcites →https://doi.org/10.1145/3219819.3219980openalex-snapshot
Graph Classification using Structural Attention
inferredcites →https://doi.org/10.1145/3269206.3271788openalex-snapshot
REGAL
inferredcites →https://doi.org/10.1145/3292500.3330735openalex-snapshot
Smart Roles
inferredcites →https://doi.org/10.1145/3292500.3330921openalex-snapshot
GroupINN
inferredcites →https://doi.org/10.1145/3292500.3330941openalex-snapshot
Graph Recurrent Networks With Attributed Random Walks
inferredcites →https://doi.org/10.1145/3292500.3330992openalex-snapshot
Latent Network Summarization
inferredcites →https://doi.org/10.1145/3336191.3371828openalex-snapshot
Toward Activity Discovery in the Personal Web
inferredcites →https://doi.org/10.1145/3357384.3357815openalex-snapshot
Deep Graph Similarity Learning for Brain Data Analysis
inferredcites →https://doi.org/10.1145/990308.990313openalex-snapshot
On clusterings
inferredcites →https://doi.org/10.11606/d.45.2021.tde-24022021-164949openalex-snapshot
Community detection in graphs
inferredcites →https://doi.org/10.1371/journal.pone.0159161openalex-snapshot
Analysis of Network Clustering Algorithms and Cluster Quality Metrics at Scale
inferredcites →https://doi.org/10.14778/2735479.2735490openalex-snapshot
Linearized and single-pass belief propagation
inferredcites →https://doi.org/10.1515/9781400841356.217openalex-snapshot
Network Motifs: Simple Building Blocks of Complex Networks
inferredcites →https://doi.org/10.1609/aaai.v31i1.10488openalex-snapshot
Community Preserving Network Embedding
inferredcites →https://doi.org/10.1609/aaai.v31i1.10839openalex-snapshot
Matching Node Embeddings for Graph Similarity
inferredcites →https://doi.org/10.1609/aimag.v29i3.2157openalex-snapshot
Collective Classification in Network Data
inferredcites →https://doi.org/10.1613/jair.3659openalex-snapshot
Transforming Graph Data for Statistical Relational Learning
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Graph Attention Networks
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Autocorrelation and Relational Learning: Challenges and Opportunities
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Does a Daily Deal Promotion Signal a Distressed Business? An Empirical Investigation of Small Business Survival
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Individual and Collective Graph Mining: Principles, Algorithms, and Applications
inferredcites →https://doi.org/10.2307/270703openalex-snapshot
Local Structure in Social Networks
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Notions of Position in Social Network Analysis
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Graph WaveNet for Deep Spatial-Temporal Graph Modeling
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Detecting Functionality-Specific Vulnerabilities via Retrieving Individual Functionality-Equivalent APIs in Open-Source Repositories
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Identifying Resilient Communities in Road Networks: A Path-Based Embedding Approach
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Targeted Branching for the Maximum Independent Set Problem Using Graph Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.0705.4485openalex-snapshot
Mixed membership stochastic blockmodels
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Locally computable approximations for spectral clustering and absorption times of random walks
inferredcites →https://doi.org/10.48550/arxiv.1211.3412openalex-snapshot
Network Sampling: From Static to Streaming Graphs
inferredcites →https://doi.org/10.48550/arxiv.1404.4679openalex-snapshot
Graph-based Anomaly Detection and Description: A Survey
inferredcites →https://doi.org/10.48550/arxiv.1606.08928openalex-snapshot
subgraph2vec: Learning Distributed Representations of Rooted Sub-graphs from Large Graphs
inferredcites →https://doi.org/10.48550/arxiv.1612.04883openalex-snapshot
Graph Summarization Methods and Applications: A Survey
inferredcites →https://doi.org/10.48550/arxiv.1705.08415openalex-snapshot
Supervised Community Detection with Line Graph Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1707.05005openalex-snapshot
graph2vec: Learning Distributed Representations of Graphs
inferredcites →https://doi.org/10.48550/arxiv.1709.04596openalex-snapshot
A Framework for Generalizing Graph-based Representation Learning Methods
inferredcites →https://doi.org/10.48550/arxiv.1801.09303openalex-snapshot
HONE: Higher-Order Network Embeddings
inferredcites →https://doi.org/10.48550/arxiv.1802.02896openalex-snapshot
Learning Role-based Graph Embeddings
inferredcites →https://doi.org/10.48550/arxiv.1804.06111openalex-snapshot
Feature Propagation on Graph: A New Perspective to Graph Representation Learning
inferredcites →https://doi.org/10.48550/arxiv.1806.08804openalex-snapshot
Hierarchical Graph Representation Learning with Differentiable Pooling
inferredcites →https://doi.org/10.48550/arxiv.1809.07697openalex-snapshot
Higher-order Graph Convolutional Networks
inferredcites →https://doi.org/10.48550/arxiv.1811.04461openalex-snapshot
Latent Network Summarization: Bridging Network Embedding and Summarization
inferredcites →https://doi.org/10.48550/arxiv.1903.03894openalex-snapshot
GNNExplainer: Generating Explanations for Graph Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1910.12933openalex-snapshot
Hyperbolic Graph Convolutional Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1910.13445openalex-snapshot
G2SAT: Learning to Generate SAT Formulas
inferredcites →https://doi.org/10.5555/1577069.1755879openalex-snapshot
Cautious Collective Classification
inferredcites →https://doi.org/10.5555/3160220.3160222openalex-snapshot
Visualizing large graphs

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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GTSF : A novel ethereum phishing scams detection method based on gaining transaction semantics features
inferred← citeshttps://doi.org/10.1016/j.inffus.2024.102893openalex-snapshot
StrucGCN: Structural enhanced graph convolutional networks for graph embedding
inferred← citeshttps://doi.org/10.1016/j.ins.2023.119765openalex-snapshot
Role-aware random walk for network embedding
inferred← citeshttps://doi.org/10.1016/j.neunet.2023.01.051openalex-snapshot
SP-GNN: Learning structure and position information from graphs
inferred← citeshttps://doi.org/10.1016/j.neunet.2024.107024openalex-snapshot
Counterfactual learning for higher-order relation prediction in heterogeneous information networks
inferred← citeshttps://doi.org/10.1016/j.neunet.2025.107554openalex-snapshot
Learning to solve combinatorial optimization problems with heterophily
inferred← citeshttps://doi.org/10.1017/9781108774116openalex-snapshot
Modularity and Dynamics on Complex Networks
inferred← citeshttps://doi.org/10.1038/s41467-023-37349-4openalex-snapshot
Lacking mechanistic disease definitions and corresponding association data hamper progress in network medicine and beyond
inferred← citeshttps://doi.org/10.1038/s41598-025-19650-yopenalex-snapshot
Unified representation and scoring framework for anomaly detection in attributed networks with emphasis on structural consistency and attribute integrity
inferred← citeshttps://doi.org/10.1063/5.0154305openalex-snapshot
An efficient development framework for the generation of a local knowledge graph
inferred← citeshttps://doi.org/10.1080/09544828.2025.2518656openalex-snapshot
Recommender systems as co-design tools: empowering human-AI hybrid intelligence in complex design networks
inferred← citeshttps://doi.org/10.1089/cmb.2021.0258openalex-snapshot
Metabolic Pathway Prediction Using Non-Negative Matrix Factorization with Improved Precision
inferred← citeshttps://doi.org/10.1093/comnet/cnae003openalex-snapshot
Unsupervised framework for evaluating and explaining structural node embeddings of graphs
inferred← citeshttps://doi.org/10.1093/comnet/cnag016openalex-snapshot
The rise and fall of nations: evolving roles in the international trade networks
inferred← citeshttps://doi.org/10.1108/jic-03-2025-0068openalex-snapshot
Behind the scenes in metaverses: exploring undercover role cooperations with cryptocurrency transactions through an intellectual capital lens
inferred← citeshttps://doi.org/10.1109/access.2023.3260652openalex-snapshot
Community Detection Algorithms in Healthcare Applications: A Systematic Review
inferred← citeshttps://doi.org/10.1109/bigdata55660.2022.10020276openalex-snapshot
Role-Oriented Dynamic Network Embedding
inferred← citeshttps://doi.org/10.1109/bigdata59044.2023.10386149openalex-snapshot
PersonaSAGE: A Multi-Persona Graph Neural Network
inferred← citeshttps://doi.org/10.1109/cbi54897.2022.10053openalex-snapshot
Community Embeddings with Bayesian Gaussian Mixture Model and Variational Inference
inferred← citeshttps://doi.org/10.1109/cisat66811.2025.11181921openalex-snapshot
A Spectral Projected Gradient Method for a Class of Graph Clustering Problems
inferred← citeshttps://doi.org/10.1109/icas49788.2021.9551110openalex-snapshot
Local, Global And Scale-Dependent Node Roles
inferred← citeshttps://doi.org/10.1109/icassp43922.2022.9746676openalex-snapshot
Blind Extraction of Equitable Partitions from Graph Signals
inferred← citeshttps://doi.org/10.1109/icdm50108.2020.00092openalex-snapshot
A Hidden Challenge of Link Prediction: Which Pairs to Check?
inferred← citeshttps://doi.org/10.1109/snams60348.2023.10375479openalex-snapshot
On Learning Embeddings at the Intersection of Communities and Roles
inferred← citeshttps://doi.org/10.1109/tai.2026.3698801openalex-snapshot
Structural Node Representation on Irregular Roles
inferred← citeshttps://doi.org/10.1109/tbdata.2021.3131610openalex-snapshot
A Survey on Role-Oriented Network Embedding
inferred← citeshttps://doi.org/10.1109/tbdata.2025.3621145openalex-snapshot
CAPTOR: Cyber Attack Protection via Temporal Online Graph Representation Learning
inferred← citeshttps://doi.org/10.1109/tcss.2024.3404975openalex-snapshot
Disentangled Representation Learning for Structural Role Discovery
inferred← citeshttps://doi.org/10.1109/tcss.2026.3668220openalex-snapshot
Detecting Social Bots via Multi-Motif Attention Fusion Network
inferred← citeshttps://doi.org/10.1109/tcss.2026.3676292openalex-snapshot
Unified Network Embedding via Mutual Fusion of Communities and Roles
inferred← citeshttps://doi.org/10.1109/tcyb.2021.3094893openalex-snapshot
Role Discovery-Guided Network Embedding Based on Autoencoder and Attention Mechanism
inferred← citeshttps://doi.org/10.1109/tnnls.2023.3234005openalex-snapshot
Representation Learning on Heterostructures via Heterogeneous Anonymous Walks
inferred← citeshttps://doi.org/10.1109/tnsm.2022.3169638openalex-snapshot
BGP2Vec: Unveiling the Latent Characteristics of Autonomous Systems
inferred← citeshttps://doi.org/10.1137/22m1518281openalex-snapshot
Entropic Optimal Transport on Random Graphs
inferred← citeshttps://doi.org/10.1145/3442202openalex-snapshot
Online Sampling of Temporal Networks
inferred← citeshttps://doi.org/10.1145/3459637.3482051openalex-snapshot
Role-oriented Network Embedding Based on Adversarial Learning between Higher-order and Local Features
inferred← citeshttps://doi.org/10.1145/3459637.3482487openalex-snapshot
Tree Decomposed Graph Neural Network
inferred← citeshttps://doi.org/10.1145/3488560.3498428openalex-snapshot
On Generalizing Static Node Embedding to Dynamic Settings
inferred← citeshttps://doi.org/10.1145/3511808.3557146openalex-snapshot
MOOMIN: Deep Molecular Omics Network for Anti-Cancer Drug Combination Therapy
inferred← citeshttps://doi.org/10.1145/3524010.3539497openalex-snapshot
Not Only Degree Matters: Diffusion-Driven Role Recognition
inferred← citeshttps://doi.org/10.1145/3589334.3645516openalex-snapshot
PaCEr: Network Embedding From Positional to Structural
inferred← citeshttps://doi.org/10.1145/3592858openalex-snapshot
Multi-view Graph Representation Learning Beyond Homophily
inferred← citeshttps://doi.org/10.1145/3624062.3625129openalex-snapshot
cuAlign: Scalable Network Alignment on GPU Accelerators
inferred← citeshttps://doi.org/10.1145/3627673.3679746openalex-snapshot
Topology-aware Retrieval Augmentation for Text Generation
inferred← citeshttps://doi.org/10.1145/3637528.3671854openalex-snapshot
Representation Learning of Temporal Graphs with Structural Roles
inferred← citeshttps://doi.org/10.1145/3637528.3671890openalex-snapshot
Attacking Graph Neural Networks with Bit Flips: Weisfeiler and Leman Go Indifferent
inferred← citeshttps://doi.org/10.1145/3649460openalex-snapshot
DP-GCN: Node Classification by Connectivity and Local Topology Structure on Real-World Network
inferred← citeshttps://doi.org/10.1145/3696410.3714689openalex-snapshot
Gamblers or Delegatees: Identifying Hidden Participant Roles in Crypto Casinos
inferred← citeshttps://doi.org/10.1145/3711896.3736924openalex-snapshot
Efficient Identity and Position Graph Embedding via Spectral-Based Random Feature Aggregation
inferred← citeshttps://doi.org/10.1145/3744918openalex-snapshot
Graph Neural Networks for Tabular Data Learning: A Survey with Taxonomy and Directions
inferred← citeshttps://doi.org/10.1371/journal.pone.0310189openalex-snapshot
Hypergraph modeling of complex interactions: Applications from human musculoskeletal structures to complex system dynamics
inferred← citeshttps://doi.org/10.14778/3598581.3598583openalex-snapshot
Temporal SIR-GN: Efficient and Effective Structural Representation Learning for Temporal Graphs
inferred← citeshttps://doi.org/10.1527/tjsai.41-2_fn26-bopenalex-snapshot
Structural Node Embedding for Signed Directed Networks
inferred← citeshttps://doi.org/10.3233/jifs-222712openalex-snapshot
Role-oriented network embedding via anonymous walks
inferred← citeshttps://doi.org/10.32604/cmc.2023.038675openalex-snapshot
Role-Based Network Embedding via Quantum Walk with Weighted Features Fusion
inferred← citeshttps://doi.org/10.3389/fenvs.2022.974246openalex-snapshot
Network representation learning based on social similarities
inferred← citeshttps://doi.org/10.3390/app12147210openalex-snapshot
Mosar: Efficiently Characterizing Both Frequent and Rare Motifs in Large Graphs
inferred← citeshttps://doi.org/10.5753/etc.2026.20246openalex-snapshot
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Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.