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Advanced Persistent Threat Attack Detection Systems: A Review of Approaches, Challenges, and Trends
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Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1007/978-3-030-34637-9_5openalex-snapshot
LogGAN: A Sequence-Based Generative Adversarial Network for Anomaly Detection Based on System Logs
inferredcites →https://doi.org/10.1007/978-3-030-59621-7_8openalex-snapshot
DAPT 2020 - Constructing a Benchmark Dataset for Advanced Persistent Threats
inferredcites →https://doi.org/10.1007/978-3-030-90019-9_1openalex-snapshot
DeepHunter: A Graph Neural Network Based Approach for Robust Cyber Threat Hunting
inferredcites →https://doi.org/10.1007/s00521-021-05952-5openalex-snapshot
A novel approach for APT attack detection based on combined deep learning model
inferredcites →https://doi.org/10.1007/s00778-017-0486-1openalex-snapshot
A survey on provenance: What for? What form? What from?
inferredcites →https://doi.org/10.1007/s10994-019-05855-6openalex-snapshot
A survey on semi-supervised learning
inferredcites →https://doi.org/10.1007/s11235-018-0475-8openalex-snapshot
A comprehensive survey on network anomaly detection
inferredcites →https://doi.org/10.1007/s12652-023-04603-yopenalex-snapshot
Advanced Persistent Threats (APT): evolution, anatomy, attribution and countermeasures
inferredcites →https://doi.org/10.1016/j.cose.2018.03.001openalex-snapshot
A systematic survey on multi-step attack detection
inferredcites →https://doi.org/10.1016/j.cose.2019.101636openalex-snapshot
Cyber ranges and security testbeds: Scenarios, functions, tools and architecture
inferredcites →https://doi.org/10.1016/j.cose.2021.102282openalex-snapshot
Threat detection and investigation with system-level provenance graphs: A survey
inferredcites →https://doi.org/10.1016/j.cose.2022.102828openalex-snapshot
KRYSTAL: Knowledge graph-based framework for tactical attack discovery in audit data
inferredcites →https://doi.org/10.1016/j.future.2016.02.005openalex-snapshot
Unifying intrusion detection and forensic analysis via provenance awareness
inferredcites →https://doi.org/10.1016/j.future.2018.06.055openalex-snapshot
Detection of advanced persistent threat using machine-learning correlation analysis
inferredcites →https://doi.org/10.1016/j.future.2020.01.032openalex-snapshot
Modeling and detection of the multi-stages of Advanced Persistent Threats attacks based on semi-supervised learning and complex networks characteristics
inferredcites →https://doi.org/10.1016/j.jisa.2016.02.001openalex-snapshot
A taxonomy for attack graph generation and usage in network security
inferredcites →https://doi.org/10.1016/j.sbi.2023.102538openalex-snapshot
Everything is connected: Graph neural networks
inferredcites →https://doi.org/10.1109/3pgcic.2014.41openalex-snapshot
A Network Gene-Based Framework for Detecting Advanced Persistent Threats
inferredcites →https://doi.org/10.1109/access.2016.2517321openalex-snapshot
A Hierarchical Security Framework for Defending Against Sophisticated Attacks on Wireless Sensor Networks in Smart Cities
inferredcites →https://doi.org/10.1109/access.2019.2894509openalex-snapshot
Discovering Suspicious APT Families Through a Large-Scale Domain Graph in Information-Centric IoT
inferredcites →https://doi.org/10.1109/access.2019.2930200openalex-snapshot
Hidden Markov Models and Alert Correlations for the Prediction of Advanced Persistent Threats
inferredcites →https://doi.org/10.1109/access.2021.3066289openalex-snapshot
SBI Model for the Detection of Advanced Persistent Threat Based on Strange Behavior of Using Credential Dumping Technique
inferredcites →https://doi.org/10.1109/access.2023.3275789openalex-snapshot
Graph Neural Networks for Intrusion Detection: A Survey
inferredcites →https://doi.org/10.1109/bigdata50022.2020.9378479openalex-snapshot
On the Evaluation and Deployment of Machine Learning Approaches for Intrusion Detection
inferredcites →https://doi.org/10.1109/bigdatasecurityhpscids54978.2022.00013openalex-snapshot
An Insider Threat Detection Method Based on Heterogeneous Graph Embedding
inferredcites →https://doi.org/10.1109/cns48642.2020.9162264openalex-snapshot
Evolving Advanced Persistent Threat Detection using Provenance Graph and Metric Learning
inferredcites →https://doi.org/10.1109/compcomm.2017.8322741openalex-snapshot
The APT detection method in SDN
inferredcites →https://doi.org/10.1109/comst.2018.2847722openalex-snapshot
A Detailed Investigation and Analysis of Using Machine Learning Techniques for Intrusion Detection
inferredcites →https://doi.org/10.1109/comst.2019.2891891openalex-snapshot
A Survey on Advanced Persistent Threats: Techniques, Solutions, Challenges, and Research Opportunities
inferredcites →https://doi.org/10.1109/crc50527.2021.9392626openalex-snapshot
Advanced Persistent Threat Detection: A Survey
inferredcites →https://doi.org/10.1109/csitss54238.2021.9682903openalex-snapshot
A Behavioral Study of Advanced Security Attacks in Enterprise Networks
inferredcites →https://doi.org/10.1109/cybersecurity.2012.14openalex-snapshot
Systems for Detecting Advanced Persistent Threats: A Development Roadmap Using Intelligent Data Analysis
inferredcites →https://doi.org/10.1109/cybersecurity.2012.16openalex-snapshot
A Context-Based Detection Framework for Advanced Persistent Threats
inferredcites →https://doi.org/10.1109/dasc.2014.19openalex-snapshot
An Approach of Discovering Causal Knowledge for Alert Correlating Based on Data Mining
inferredcites →https://doi.org/10.1109/dsc.2018.00152openalex-snapshot
Analysis on the Related Evaluation Technique of Composite Attack in Network Confrontation
inferredcites →https://doi.org/10.1109/dsc55868.2022.00075openalex-snapshot
A Review of Provenance Graph based APT Attack Detection:Applications and Developments
inferredcites →https://doi.org/10.1109/fie.2017.8190713openalex-snapshot
Lessons learned from complex hands-on defence exercises in a cyber range
inferredcites →https://doi.org/10.1109/fie49875.2021.9637180openalex-snapshot
Scalable Learning Environments for Teaching Cybersecurity Hands-on
inferredcites →https://doi.org/10.1109/gcat52182.2021.9587507openalex-snapshot
Artificial Intelligence Based Predictive Threat Hunting In The Field of Cyber Security
inferredcites →https://doi.org/10.1109/giots.2019.8766383openalex-snapshot
Securing Things in the Healthcare Internet of Things
inferredcites →https://doi.org/10.1109/icacci.2015.7275911openalex-snapshot
An efficient classification model for detecting advanced persistent threat
inferredcites →https://doi.org/10.1109/icce-berlin.2015.7391336openalex-snapshot
An Abnormal Connection Detection System based on network flow analysis
inferredcites →https://doi.org/10.1109/icct46805.2019.8947201openalex-snapshot
Needle in a Haystack: Attack Detection from Large-Scale System Audit
inferredcites →https://doi.org/10.1109/iccws48432.2020.9292376openalex-snapshot
Analysis of Fileless Malware and its Evasive Behavior
inferredcites →https://doi.org/10.1109/icdm.2017.64openalex-snapshot
HistoSketch: Fast Similarity-Preserving Sketching of Streaming Histograms with Concept Drift
inferredcites →https://doi.org/10.1109/icdm.2018.00117openalex-snapshot
SedanSpot: Detecting Anomalies in Edge Streams
inferredcites →https://doi.org/10.1109/icmcis.2018.8398708openalex-snapshot
Graph-based APT detection
inferredcites →https://doi.org/10.1109/icmlc.2016.7873008openalex-snapshot
Situation awareness based on big data analysis
inferredcites →https://doi.org/10.1109/icoei.2019.8862744openalex-snapshot
Big Data Security Issues and Natural Language Processing
inferredcites →https://doi.org/10.1109/icstc.2017.8011873openalex-snapshot
Combination of DNS traffic analysis: A design to enhance APT detection
inferredcites →https://doi.org/10.1109/icws.2017.13openalex-snapshot
Drain: An Online Log Parsing Approach with Fixed Depth Tree
inferredcites →https://doi.org/10.1109/isse54508.2022.10005490openalex-snapshot
Comparing Attack Models for IT Systems: Lockheed Martin’s Cyber Kill Chain, MITRE ATT&CK Framework and Diamond Model
inferredcites →https://doi.org/10.1109/issrew.2014.86openalex-snapshot
Multi-agent System for APT Detection
inferredcites →https://doi.org/10.1109/milcis.2015.7348942openalex-snapshot
UNSW-NB15: a comprehensive data set for network intrusion detection systems (UNSW-NB15 network data set)
inferredcites →https://doi.org/10.1109/milcom47813.2019.9020760openalex-snapshot
Anomaly Detection with Graph Convolutional Networks for Insider Threat and Fraud Detection
inferredcites →https://doi.org/10.1109/ncg.2018.8593143openalex-snapshot
The “Stuxnet” Virus of 2010 As an Example of A “APT” and Its “Recent” Variances
inferredcites →https://doi.org/10.1109/noms54207.2022.9789921openalex-snapshot
Pikachu: Temporal Walk Based Dynamic Graph Embedding for Network Anomaly Detection
inferredcites →https://doi.org/10.1109/ntms.2016.7792480openalex-snapshot
TerminAPTor: Highlighting Advanced Persistent Threats through Information Flow Tracking
inferredcites →https://doi.org/10.1109/sceecs48394.2020.190openalex-snapshot
A Survey on Machine Learning Approaches and Its Techniques:
inferredcites →https://doi.org/10.1109/sp.2006.2openalex-snapshot
A framework for the evaluation of intrusion detection systems
inferredcites →https://doi.org/10.1109/sp.2019.00026openalex-snapshot
HOLMES: Real-Time APT Detection through Correlation of Suspicious Information Flows
inferredcites →https://doi.org/10.1109/sp46214.2022.9833669openalex-snapshot
SHADEWATCHER: Recommendation-guided Cyber Threat Analysis using System Audit Records
inferredcites →https://doi.org/10.1109/spw.2013.37openalex-snapshot
Bridging the Gap: A Pragmatic Approach to Generating Insider Threat Data
inferredcites →https://doi.org/10.1109/stc55697.2022.00019openalex-snapshot
Challenges and Peculiarities of Attack Detection in Virtual Power Plants : Towards an Advanced Persistent Threat Detection System
inferredcites →https://doi.org/10.1109/tdsc.2018.2867595openalex-snapshot
Pagoda: A Hybrid Approach to Enable Efficient Real-Time Provenance Based Intrusion Detection in Big Data Environments
inferredcites →https://doi.org/10.1109/tdsc.2020.2971484openalex-snapshot
Conan: A Practical Real-Time APT Detection System With High Accuracy and Efficiency
inferredcites →https://doi.org/10.1109/tdsc.2021.3101649openalex-snapshot
Poirot: Causal Correlation Aided Semantic Analysis for Advanced Persistent Threat Detection
inferredcites →https://doi.org/10.1109/tetci.2020.3011432openalex-snapshot
Dynamic Node Embeddings From Edge Streams
inferredcites →https://doi.org/10.1109/tifs.2021.3098977openalex-snapshot
TRACE: Enterprise-Wide Provenance Tracking for Real-Time APT Detection
inferredcites →https://doi.org/10.1109/tifs.2022.3208815openalex-snapshot
THREATRACE: Detecting and Tracing Host-Based Threats in Node Level Through Provenance Graph Learning
inferredcites →https://doi.org/10.1109/tmc.2018.2814052openalex-snapshot
Attacker-Centric View of a Detection Game against Advanced Persistent Threats
inferredcites →https://doi.org/10.1117/12.2559319openalex-snapshot
Cyber resilience using autonomous agents and reinforcement learning
inferredcites →https://doi.org/10.1136/bmj.n71openalex-snapshot
The PRISMA 2020 statement: an updated guideline for reporting systematic reviews
inferredcites →https://doi.org/10.1142/9781786340757_0002openalex-snapshot
Cyber security data sources for dynamic network research
inferredcites →https://doi.org/10.1145/1128817.1128822openalex-snapshot
Attack graph generation and analysis
inferredcites →https://doi.org/10.1145/1390156openalex-snapshot
Proceedings of the 25th international conference on Machine learning - ICML '08
inferredcites →https://doi.org/10.1145/1943513.1943544openalex-snapshot
The optimization of situational awareness for insider threat detection
inferredcites →https://doi.org/10.1145/2810103.2813654openalex-snapshot
Unearthing Stealthy Program Attacks Buried in Extremely Long Execution Paths
inferredcites →https://doi.org/10.1145/2939672.2939783openalex-snapshot
Fast Memory-efficient Anomaly Detection in Streaming Heterogeneous Graphs
inferredcites →https://doi.org/10.1145/3127479.3129249openalex-snapshot
Practical whole-system provenance capture
inferredcites →https://doi.org/10.1145/3171592.3171641openalex-snapshot
Detecting and Predicting APT Based on the Study of Cyber Kill Chain with Hierarchical Knowledge Reasoning
inferredcites →https://doi.org/10.1145/3199478.3199481openalex-snapshot
The APT Detection Method based on Attack Tree for SDN
inferredcites →https://doi.org/10.1145/3208854.3208893openalex-snapshot
Information Protecting against APT Based on the Study of Cyber Kill Chain with Weighted Bayesian Classification with Correction Factor
inferredcites →https://doi.org/10.1145/3230833.3233280openalex-snapshot
The challenge of detecting sophisticated attacks
inferredcites →https://doi.org/10.1145/3308558.3313572openalex-snapshot
Multistream Classification for Cyber Threat Data with Heterogeneous Feature Space
inferredcites →https://doi.org/10.1145/3338906.3338931openalex-snapshot
Robust log-based anomaly detection on unstable log data
inferredcites →https://doi.org/10.1145/3357613.3357618openalex-snapshot
The use of machine learning algorithms for detecting advanced persistent threats
inferredcites →https://doi.org/10.1145/3375708.3380314openalex-snapshot
Automatic Recognition of Advanced Persistent Threat Tactics for Enterprise Security
inferredcites →https://doi.org/10.1145/3386581openalex-snapshot
Malware Triage for Early Identification of Advanced Persistent Threat Activities
inferredcites →https://doi.org/10.1145/3433174.3433615openalex-snapshot
Detection of False Command and Response Injection Attacks for Cyber Physical Systems Security and Resilience
inferredcites →https://doi.org/10.1145/3437963.3441806openalex-snapshot
F-FADE: Frequency Factorization for Anomaly Detection in Edge Streams
inferredcites →https://doi.org/10.1145/3450569.3463573openalex-snapshot
Analyzing the Usefulness of the DARPA OpTC Dataset in Cyber Threat Detection Research
inferredcites →https://doi.org/10.1145/3460120.3484589openalex-snapshot
DeepAID: Interpreting and Improving Deep Learning-based Anomaly Detection in Security Applications
inferredcites →https://doi.org/10.1145/3469379.3469386openalex-snapshot
Towards Next-Generation Cybersecurity with Graph AI
inferredcites →https://doi.org/10.1145/3474374.3486918openalex-snapshot
Multi-Stage Attack Detection via Kill Chain State Machines
inferredcites →https://doi.org/10.1145/3539605openalex-snapshot
Provenance-based Intrusion Detection Systems: A Survey
inferredcites →https://doi.org/10.1145/3545574openalex-snapshot
The Role of Machine Learning in Cybersecurity
inferredcites →https://doi.org/10.1155/2021/9961342openalex-snapshot
A Hierarchical Approach for Advanced Persistent Threat Detection with Attention-Based Graph Neural Networks
inferredcites →https://doi.org/10.1186/s42400-019-0038-7openalex-snapshot
Survey of intrusion detection systems: techniques, datasets and challenges
inferredcites →https://doi.org/10.14257/ijgdc.2017.10.2.05openalex-snapshot
Hybrid Network Intrusion Detection System Using Machine Learning Classification and Rule Based Learning System
inferredcites →https://doi.org/10.14722/ndss.2019.23349openalex-snapshot
NoDoze: Combatting Threat Alert Fatigue with Automated Provenance Triage
inferredcites →https://doi.org/10.14722/ndss.2020.24046openalex-snapshot
Unicorn: Runtime Provenance-Based Detector for Advanced Persistent Threats
inferredcites →https://doi.org/10.14722/ndss.2020.24167openalex-snapshot
You Are What You Do: Hunting Stealthy Malware via Data Provenance Analysis
inferredcites →https://doi.org/10.14722/ndss.2021.24549openalex-snapshot
WATSON: Abstracting Behaviors from Audit Logs via Aggregation of Contextual Semantics
inferredcites →https://doi.org/10.17021/1179829openalex-snapshot
Comprehensive, Multi-Source Cyber-Security Events Data Set
inferredcites →https://doi.org/10.21227/edq8-nk52openalex-snapshot
Operationally Transparent Cyber (OpTC)
inferredcites →https://doi.org/10.21236/ada526274openalex-snapshot
Evaluating Intrusion Detection Systems Without Attacking Your Friends: The 1998 DARPA Intrusion Detection Evaluation
inferredcites →https://doi.org/10.24963/ijcai.2021openalex-snapshot
Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence
inferredcites →https://doi.org/10.24963/ijcai.2021/214openalex-snapshot
Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification
inferredcites →https://doi.org/10.2991/nceece-15.2016.187openalex-snapshot
A Framework of APT Detection Based on Dynamic Analysis
inferredcites →https://doi.org/10.3115/v1/d14-1179openalex-snapshot
Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation
inferredcites →https://doi.org/10.3390/app9204396openalex-snapshot
Machine Learning and Deep Learning Methods for Intrusion Detection Systems: A Survey
inferredcites →https://doi.org/10.3929/ethz-b-000549252openalex-snapshot
Goodbye Cyberwar: Ukraine as Reality Check
inferredcites →https://doi.org/10.48550/arxiv.1301.3781openalex-snapshot
Efficient Estimation of Word Representations in Vector Space
inferredcites →https://doi.org/10.48550/arxiv.2208.10629openalex-snapshot
Getting Bored of Cyberwar: Exploring the Role of Low-level Cybercrime Actors in the Russia-Ukraine Conflict
inferredcites →https://doi.org/10.6028/nist.cswp.04162018openalex-snapshot
Framework for Improving Critical Infrastructure Cybersecurity, Version 1.1
inferredcites →https://doi.org/10.6028/nist.ir.7007openalex-snapshot
An overview of issues in testing intrusion detection systems
inferredcites →https://doi.org/10.6028/nist.sp.800-160v2r1openalex-snapshot
Developing cyber-resilient systems :
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Incoming claims: where this work appears in other papers’ reference lists and arguments.
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Advanced Persistent Threats Detection Framework for Industrial-IoT System Using Graph-Based Autoencoder and Stacking-Based Ensemble Technique
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Cybersecurity in cyber-physical power systems: analyzing vulnerabilities, threats, and control structures
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From one attack domain to another: Contrastive transfer learning with siamese networks for APT detection
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Advanced cloud intrusion detection framework using graph based features transformers and contrastive learning
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Ranking-enhanced anomaly detection using Active Learning-assisted Attention Adversarial Dual AutoEncoder
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Attention-based intrusion detection using transformer networks on UNSW-NB15
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LLM-Driven APT Detection for 6G Wireless Networks: A Systematic Review and Taxonomy
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Intent-Based Classification of Multi-Stage Cyber Attacks Using Attacker TTPs and Machine Learning
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IoT Network Security Threat Detection Algorithm Integrating Symmetric Routing and a Sparse Mixture-of-Experts Model
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A Strategic Approach to Cyberattacks and Risk Management
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Advanced Persistent Threats and Blockchain Technology: Exploring the Potential of Decentralized Defense Mechanisms
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