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Fast Memory-efficient Anomaly Detection in Streaming Heterogeneous Graphs

https://doi.org/10.1145/2939672.2939783
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What this work says

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

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Mining Graph Evolution Rules
inferredcites →https://doi.org/10.1007/s10618-014-0365-yopenalex-snapshot
Graph based anomaly detection and description: a survey
inferredcites →https://doi.org/10.1007/s10618-014-0367-9openalex-snapshot
Classy: fast clustering streams of call-graphs
inferredcites →https://doi.org/10.1016/0022-0000(81)90033-7openalex-snapshot
New hash functions and their use in authentication and set equality
inferredcites →https://doi.org/10.1016/0167-8655(83)90033-8openalex-snapshot
Inexact graph matching for structural pattern recognition
inferredcites →https://doi.org/10.1016/0377-0427(87)90125-7openalex-snapshot
Silhouettes: A graphical aid to the interpretation and validation of cluster analysis
inferredcites →https://doi.org/10.1016/b978-0-12-172651-5.x5000-3openalex-snapshot
Probability and Random Processes
inferredcites →https://doi.org/10.1017/cbo9781139058452openalex-snapshot
Mining of Massive Datasets
inferredcites →https://doi.org/10.1093/comjnl/bxt070openalex-snapshot
Strongly Universal String Hashing is Fast
inferredcites →https://doi.org/10.1093/oso/9780198572237.001.0001openalex-snapshot
Probability and Random Processes
inferredcites →https://doi.org/10.1109/5254.850825openalex-snapshot
Graph-based data mining
inferredcites →https://doi.org/10.1109/asonam.2011.12openalex-snapshot
Evolutionary Clustering and Analysis of Bibliographic Networks
inferredcites →https://doi.org/10.1109/icde.2011.5767885openalex-snapshot
Outlier detection in graph streams
inferredcites →https://doi.org/10.1109/icdm.2008.17openalex-snapshot
Isolation Forest
inferredcites →https://doi.org/10.1109/icdmw.2007.35openalex-snapshot
Combining Collective Classification and Link Prediction
inferredcites →https://doi.org/10.1109/sequen.1997.666900openalex-snapshot
On the resemblance and containment of documents
inferredcites →https://doi.org/10.1137/1.9781611972757.26openalex-snapshot
Mining Behavior Graphs for “Backtrace” of Noncrashing Bugs
inferredcites →https://doi.org/10.1137/1.9781611972757.6openalex-snapshot
Online Analysis of Community Evolution in Data Streams
inferredcites →https://doi.org/10.1137/1.9781611972801.42openalex-snapshot
On Clustering Graph Streams
inferredcites →https://doi.org/10.1137/1.9781611972832.16openalex-snapshot
On Graph Stream Clustering with Side Information
inferredcites →https://doi.org/10.1137/1.9781611972832.18openalex-snapshot
D elta C on : A Principled Massive-Graph Similarity Function
inferredcites →https://doi.org/10.1137/1.9781611973440.9openalex-snapshot
Local Learning for Mining Outlier Subgraphs from Network Datasets
inferredcites →https://doi.org/10.1137/1.9781611974010.13openalex-snapshot
Vertex Clustering of Augmented Graph Streams
inferredcites →https://doi.org/10.1137/1.9781611974348.24openalex-snapshot
Scalable Anomaly Ranking of Attributed Neighborhoods
inferredcites →https://doi.org/10.1145/1281192.1281266openalex-snapshot
GraphScope
inferredcites →https://doi.org/10.1145/1835804.1835907openalex-snapshot
On community outliers and their efficient detection in information networks
inferredcites →https://doi.org/10.1145/195058.195422openalex-snapshot
Random sampling in cut, flow, and network design problems
inferredcites →https://doi.org/10.1145/2492517.2492582openalex-snapshot
Network similarity via multiple social theories
inferredcites →https://doi.org/10.1145/2623330.2623682openalex-snapshot
Focused clustering and outlier detection in large attributed graphs
inferredcites →https://doi.org/10.1145/2627692.2627694openalex-snapshot
Graph stream algorithms
inferredcites →https://doi.org/10.1145/276698.276876openalex-snapshot
Approximate nearest neighbors
inferredcites →https://doi.org/10.1145/509907.509965openalex-snapshot
Similarity estimation techniques from rounding algorithms
inferredcites →https://doi.org/10.1145/956750.956831openalex-snapshot
Graph-based anomaly detection
inferredcites →https://doi.org/10.1287/moor.24.2.383openalex-snapshot
Random Sampling in Cut, Flow, and Network Design Problems
inferredcites →https://doi.org/10.14778/1687627.1687725openalex-snapshot
GConnect
inferredcites →https://doi.org/10.48550/arxiv.1304.4657openalex-snapshot
DELTACON: A Principled Massive-Graph Similarity Function

What points at this work

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

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Combining GANs and AutoEncoders for efficient anomaly detection
inferred← citeshttps://doi.org/10.1109/icraset59632.2023.10420133openalex-snapshot
Leveraging Deep Learning Techniques for Profiling and Categorizing Lung and Pancreatic Tumors
inferred← citeshttps://doi.org/10.1109/icraset59632.2023.10420255openalex-snapshot
From Data Packets to Secure Networks with Advanced Analytical Frameworks for a Comprehensive Understanding of Threat Landscapes
inferred← citeshttps://doi.org/10.1109/icsp58490.2023.10248606openalex-snapshot
Detecting Anomalous Behaviours Based on System Logs: A Dynamic Graph Perspective
inferred← citeshttps://doi.org/10.1109/ictbig59752.2023.10456022openalex-snapshot
Neural Network Solutions for Advanced Persistent Threat Analysis
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11228350openalex-snapshot
PORTIA: A Multi-Granularity APT Detection Model Based on Provenance Graphs
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11228446openalex-snapshot
TRAIL: A Transformer-Enhanced Feature Embedding Approach for Unsupervised Anomaly Detection
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11229381openalex-snapshot
MOLE: Provenance Graph Generation Framework Based on LLM Prompting
inferred← citeshttps://doi.org/10.1109/infocom59046.2026.11571209openalex-snapshot
Clearing the Clutter: Real-Time Program-Specific Log Consolidation for APT Detection
inferred← citeshttps://doi.org/10.1109/iscc61673.2024.10733665openalex-snapshot
Devil in the Noise: Detecting Advanced Persistent Threats with Backbone Extraction
inferred← citeshttps://doi.org/10.1109/isdfs69419.2026.11458917openalex-snapshot
Neuro-Symbolic Graph Autoencoders with Rare Pattern Mining for Provenance-Based Anomaly Detection
inferred← citeshttps://doi.org/10.1109/ispa67752.2025.00202openalex-snapshot
MGALM: Interpretability-Enhanced APT Detection Using Masked Graph Autoencoders and Large Language Models
inferred← citeshttps://doi.org/10.1109/itnec60942.2024.10733125openalex-snapshot
Research on APT Attack Detection Methods for Power Information Systems
inferred← citeshttps://doi.org/10.1109/iwqos65803.2025.11143256openalex-snapshot
Embedding More Knowledge: Strategic Graph Masking Based Advanced Persistent Threats Detection
inferred← citeshttps://doi.org/10.1109/jiot.2025.3633319openalex-snapshot
ContrastMatcher: Adaptive Contrastive Provenance Graph Matching for Host-Based Attack Detection
inferred← citeshttps://doi.org/10.1109/milcom47813.2019.9020815openalex-snapshot
An Online System Dependency Graph Anomaly Detection based on Extended Weisfeiler-Lehman Kernel
inferred← citeshttps://doi.org/10.1109/mnet.2024.3389734openalex-snapshot
Combating Advanced Persistent Threats: Challenges and Solutions
inferred← citeshttps://doi.org/10.1109/msn69125.2025.00040openalex-snapshot
RDD: Real-time Dynamic Detection of APT Attacks Based on Provenance Graph Matching
inferred← citeshttps://doi.org/10.1109/nana63151.2024.00093openalex-snapshot
Improving the Accuracy of Anomaly Detection from System Audit Logs via Heterogeneous Provenance Graphs
inferred← citeshttps://doi.org/10.1109/ngdn61651.2024.10744054openalex-snapshot
EFSNet: A Threat Detection Method Based on System Event Feature Sequence
inferred← citeshttps://doi.org/10.1109/noms54207.2022.9789921openalex-snapshot
Pikachu: Temporal Walk Based Dynamic Graph Embedding for Network Anomaly Detection
inferred← citeshttps://doi.org/10.1109/ojcs.2025.3584942openalex-snapshot
Deep Temporal and Structural Embeddings for Robust Unsupervised Anomaly Detection in Dynamic Graphs
inferred← citeshttps://doi.org/10.1109/smc58881.2025.11343010openalex-snapshot
NAHID: Node-Level Host Intrusion Detection Based on Provenance Graph
inferred← citeshttps://doi.org/10.1109/sp.2019.00026openalex-snapshot
HOLMES: Real-Time APT Detection through Correlation of Suspicious Information Flows
inferred← citeshttps://doi.org/10.1109/sp40000.2020.00079openalex-snapshot
Throwing Darts in the Dark? Detecting Bots with Limited Data using Neural Data Augmentation
inferred← citeshttps://doi.org/10.1109/sp46215.2023.10179405openalex-snapshot
SoK: History is a Vast Early Warning System: Auditing the Provenance of System Intrusions
inferred← citeshttps://doi.org/10.1109/sp54263.2024.00005openalex-snapshot
Kairos: Practical Intrusion Detection and Investigation using Whole-system Provenance
inferred← citeshttps://doi.org/10.1109/sp54263.2024.00139openalex-snapshot
Flash: A Comprehensive Approach to Intrusion Detection via Provenance Graph Representation Learning
inferred← citeshttps://doi.org/10.1109/sp54263.2024.00253openalex-snapshot
R-CAID: Embedding Root Cause Analysis within Provenance-based Intrusion Detection
inferred← citeshttps://doi.org/10.1109/sp61157.2025.00112openalex-snapshot
What We Talk About When We Talk About Logs: Understanding the Effects of Dataset Quality on Endpoint Threat Detection Research
inferred← citeshttps://doi.org/10.1109/sp63933.2026.00202openalex-snapshot
A Context Is Worth a Thousand Lies: Evading Intrusion Detectors via Intelligent Context Distortion
inferred← citeshttps://doi.org/10.1109/sp63933.2026.00242openalex-snapshot
Beyond Nodes vs. Edges: A Multi-View Fusion Framework for Provenance-Based Intrusion Detection
inferred← citeshttps://doi.org/10.1109/spcom71105.2026.11622918openalex-snapshot
SIADS: Innovation-Based Anomaly Detection in Streaming Communication Graphs
inferred← citeshttps://doi.org/10.1109/tccn.2025.3538020openalex-snapshot
Asynchronous Decentralized Federated Anomaly Detection for 6G Networks
inferred← citeshttps://doi.org/10.1109/tce.2025.3573163openalex-snapshot
Anomaly Detection in Dynamic Graphs Using Multiple Encoding Strategies via Transformers
inferred← citeshttps://doi.org/10.1109/tce.2025.3592903openalex-snapshot
HASGDetector: An Effective Host-Based Intrusion Anomaly Detection Framework With Large-Scale Attribute Heterogeneous Graphs
inferred← citeshttps://doi.org/10.1109/tdsc.2020.2971484openalex-snapshot
Conan: A Practical Real-Time APT Detection System With High Accuracy and Efficiency
inferred← citeshttps://doi.org/10.1109/tdsc.2022.3221789openalex-snapshot
Advanced Persistent Threat Detection Using Data Provenance and Metric Learning
inferred← citeshttps://doi.org/10.1109/tdsc.2025.3599661openalex-snapshot
Resist Dependency Explosion in Attack Investigation With Splittable Tag Propagation and Aggregation
inferred← citeshttps://doi.org/10.1109/tdsc.2025.3609834openalex-snapshot
Alert2Vec: Eliminating Alert Fatigue by Embedding Security Alerts Through Subgraph Learning
inferred← citeshttps://doi.org/10.1109/tdsc.2025.3640696openalex-snapshot
SAGA: Synthetic Audit Log Generation for APT Campaigns
inferred← citeshttps://doi.org/10.1109/tdsc.2026.3706099openalex-snapshot
Uncertainty-Aware Dynamic Learning With Fuzzy-Guided Temporal Aggregation for Reliable Anomaly Detection
inferred← citeshttps://doi.org/10.1109/tdsc.2026.3710034openalex-snapshot
Ppin: Anomaly-Based Intrusion Detection on Provenance Graph via Behavior Pattern Mining
inferred← citeshttps://doi.org/10.1109/tifs.2022.3208815openalex-snapshot
THREATRACE: Detecting and Tracing Host-Based Threats in Node Level Through Provenance Graph Learning
inferred← citeshttps://doi.org/10.1109/tifs.2023.3272731openalex-snapshot
Motif-Level Anomaly Detection in Dynamic Graphs
inferred← citeshttps://doi.org/10.1109/tifs.2024.3396390openalex-snapshot
MEGR-APT: A Memory-Efficient APT Hunting System Based on Attack Representation Learning
inferred← citeshttps://doi.org/10.1109/tifs.2025.3557742openalex-snapshot
TAGAPT: Toward Automatic Generation of APT Samples With Provenance-Level Granularity
inferred← citeshttps://doi.org/10.1109/tifs.2025.3592824openalex-snapshot
Dehydrator: Enhancing Provenance Graph Storage via Hierarchical Encoding and Sequence Generation
inferred← citeshttps://doi.org/10.1109/tifs.2025.3601381openalex-snapshot
TeRed: Normal Behavior-Based Efficient Provenance Graph Reduction for Large-Scale Attack Forensics
inferred← citeshttps://doi.org/10.1109/tifs.2025.3610063openalex-snapshot
Hypergraph-Driven Anomaly Detection in Dynamic Noisy Graphs
inferred← citeshttps://doi.org/10.1109/tifs.2026.3653175openalex-snapshot
TraceCluster: A Lightweight and Adaptive Clustering-Based Subgraph Attention Network for APT Detection in Provenance Graphs
inferred← citeshttps://doi.org/10.1109/tifs.2026.3736700openalex-snapshot
TRAPShield: Real-Time APT File Theft Defense With Multi-Domain Behavioral Characterization and Transparent Decoy Redirection
inferred← citeshttps://doi.org/10.1109/tkde.2019.2905606openalex-snapshot
Generative Adversarial Active Learning for Unsupervised Outlier Detection
inferred← citeshttps://doi.org/10.1109/tkde.2021.3118815openalex-snapshot
A Comprehensive Survey on Graph Anomaly Detection With Deep Learning
inferred← citeshttps://doi.org/10.1109/tkde.2021.3124061openalex-snapshot
Anomaly Detection in Dynamic Graphs via Transformer
inferred← citeshttps://doi.org/10.1109/tkde.2024.3523857openalex-snapshot
A Survey of Change Point Detection in Dynamic Graphs
inferred← citeshttps://doi.org/10.1109/tkde.2025.3642127openalex-snapshot
Adaptive Change Detection in Partially Observable Dynamic Networks
inferred← citeshttps://doi.org/10.1109/tkde.2026.3665892openalex-snapshot
Explainable Anomaly Detection in Dynamic Heterogeneous Graphs via Relation Evolution
inferred← citeshttps://doi.org/10.1109/tnse.2026.3672038openalex-snapshot
Network-Centric Auditing and Regulation for Cryptocurrency Systems: A Tutorial
inferred← citeshttps://doi.org/10.1109/tpami.2023.3263079openalex-snapshot
muxGNN: Multiplex Graph Neural Network for Heterogeneous Graphs
inferred← citeshttps://doi.org/10.1109/trustcom56396.2022.00106openalex-snapshot
Deepro: Provenance-based APT Campaigns Detection via GNN
inferred← citeshttps://doi.org/10.1109/trustcom60117.2023.00024openalex-snapshot
Representation-enhanced APT Detection Using Contrastive Learning
inferred← citeshttps://doi.org/10.1109/trustcom66490.2025.00047openalex-snapshot
EdgeTrace: A Context-Aware Anomalous Edge Detection Framework for APT Traceback
inferred← citeshttps://doi.org/10.1109/trustcom66490.2025.00057openalex-snapshot
APT-GCM: Advanced Persistent Threats Detection via Graph Contrastive Masked Representation Learning
inferred← citeshttps://doi.org/10.1109/trustcom66490.2025.00113openalex-snapshot
PROV-LLM: Advanced Persistent Threat Detection Based on Process Behavior Subgraphs Using Large Language Models
inferred← citeshttps://doi.org/10.1145/3018896.3056808openalex-snapshot
Security auditing in the fog
inferred← citeshttps://doi.org/10.1145/3133956.3134045openalex-snapshot
RAIN
inferred← citeshttps://doi.org/10.1145/3219819.3220024openalex-snapshot
NetWalk
inferred← citeshttps://doi.org/10.1145/3219819.3220040openalex-snapshot
SpotLight
inferred← citeshttps://doi.org/10.1145/3219819.3220107openalex-snapshot
xStream
inferred← citeshttps://doi.org/10.1145/3243734.3243829openalex-snapshot
Threat Intelligence Computing
inferred← citeshttps://doi.org/10.1145/3269206.3271698openalex-snapshot
TGNet
inferred← citeshttps://doi.org/10.1145/3292500.3330672openalex-snapshot
Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network
inferred← citeshttps://doi.org/10.1145/3357384.3357802openalex-snapshot
System Deterioration Detection and Root Cause Learning on Time Series Graphs
inferred← citeshttps://doi.org/10.1145/3372297.3423355openalex-snapshot
Mnemosyne: An Effective and Efficient Postmortem Watering Hole Attack Investigation System
inferred← citeshttps://doi.org/10.1145/3391800.3398175openalex-snapshot
Xanthus: Push-button Orchestration of Host Provenance Data Collection
inferred← citeshttps://doi.org/10.1145/3427228.3427272openalex-snapshot
On the Forensic Validity of Approximated Audit Logs
inferred← citeshttps://doi.org/10.1145/3437963.3441806openalex-snapshot
F-FADE: Frequency Factorization for Anomaly Detection in Edge Streams
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