Paper Citation Record · LEDGER

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain

As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2506.07480.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.07480 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:38:27.508758Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact5
verified fuzzy25
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 88174b33-4854-44cd-90c9-6a498e3f2f4d · outbound

This paper cites Strategically-motivated advanced persistent threat: Definition, process, tactics and a disinformation model of counterattack,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Strategically-motivated advanced persistent threat: Definition, process, tactics and a disinformation model of counterattack,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:33.276069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f0d2642e-123f-421a-898d-7b93ba537889 · outbound

This paper cites Advanced persistent threat global market size 2015 -2028.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Advanced persistent threat global market size 2015 -2028

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:33.100581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation df933148-d2f9-46b1-bf2f-b6ae7f128a37 · outbound

This paper cites A Comprehensive Survey on Machine Learn ing-Based Intrusion Detection Systems for Secure Communication in Internet of Things,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain A Comprehensive Survey on Machine Learn ing-Based Intrusion Detection Systems for Secure Communication in Internet of Things,

Reference 3

Resolution: verified exact; doi, observed 2026-08-07T05:38:28.255155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0c62cd61-8dd7-41e4-939a-4c9b3d30ec39 · outbound

This paper cites Comparative Analysis of Int rusion Detection Systems and Machine Learning -Based Model Analysis Through Decision Tree,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Comparative Analysis of Int rusion Detection Systems and Machine Learning -Based Model Analysis Through Decision Tree,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:38:23.795937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e9cb0f7-ec1c-4f00-b01c-e3c1522b7b8d · outbound

This paper cites A Comparative Study of IDS-Based Deep Learning Models for IoT Network,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain A Comparative Study of IDS-Based Deep Learning Models for IoT Network,

Reference 5

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T05:38:28.856781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 401b0cc5-9cb3-49ec-b3b1-8cc7f758f4fe · outbound

This paper cites Integrated Feature -Based Network Intrusion Detection System Using Incremental Feature Generation,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Integrated Feature -Based Network Intrusion Detection System Using Incremental Feature Generation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:32.992611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 532177fb-3d70-4ed8-b80d-e2386e830741 · outbound

This paper cites APT datasets and attack modeling for automated detection methods: A review,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain APT datasets and attack modeling for automated detection methods: A review,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:32.853873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aec64aa8-321a-47f8-9f23-b7e75673922f · outbound

This paper cites Feature selection and ensemble -based intrusion detection system: an efficient and comprehensive approach,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Feature selection and ensemble -based intrusion detection system: an efficient and comprehensive approach,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:32.646410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 24084d46-bc53-4de4-99a8-f0f09d17c76b · outbound

This paper cites Survey of feature selection and extraction techniques for stock market prediction,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Survey of feature selection and extraction techniques for stock market prediction,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:32.477761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 657e8de3-8e5d-45cc-aaa0-f62fbf94ca59 · outbound

This paper cites A Unified Approach to Interpreting Model Predictions Scott,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain A Unified Approach to Interpreting Model Predictions Scott,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:32.278277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c3b3c5c9-c285-4114-b6dd-766592757464 · outbound

This paper cites Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML -Based Network Intrusion Detection,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML -Based Network Intrusion Detection,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:32.055257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c86498bc-2a93-427c-8c63-30003d34722d · outbound

This paper cites Early detection of the advanced persistent threat attack using performance analysis of deep learning,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Early detection of the advanced persistent threat attack using performance analysis of deep learning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:31.904703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a882a147-3d67-4439-ab50-78ef61e1af0f · outbound

This paper cites A Study on NSL -KDD Dataset for Intrusion Detection System Based on Classification Algorithms,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain A Study on NSL -KDD Dataset for Intrusion Detection System Based on Classification Algorithms,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:31.705926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fa2af1f6-437e-4dd2-a374-f77ed3e0c59a · outbound

This paper cites Discovering unknown advanced persistent threat using shared features mined by neural networks,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Discovering unknown advanced persistent threat using shared features mined by neural networks,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:31.560732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fca85cd5-fc15-4ab0-a058-8cd9f7909724 · outbound

This paper cites Feature analysis for data - driven APT -related malware discrimination,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Feature analysis for data - driven APT -related malware discrimination,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:31.417231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 88862c1f-ed8b-4936-87c2-9770faee1a00 · outbound

This paper cites Securing Critical Infrastructures : Deep Learning -based Threat Detection in the IIoT,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Securing Critical Infrastructures : Deep Learning -based Threat Detection in the IIoT,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:31.220009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c070ddea-a7f1-434e-8d7b-6798dee79e8f · outbound

This paper cites A novel approach for APT attack detection based on combined deep learning model,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain A novel approach for APT attack detection based on combined deep learning model,

Reference 17

Resolution: verified exact; doi, observed 2026-08-07T05:38:28.130761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0fce06f4-e059-46a7-bd6a-c39a79b972fd · outbound

This paper cites An Intell igent System to Detect Advanced Persistent Threats in Industrial Internet of Things (I-IoT),.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain An Intell igent System to Detect Advanced Persistent Threats in Industrial Internet of Things (I-IoT),

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:31.071610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 47e02534-bacc-4d7a-9385-7f35913803e1 · outbound

This paper cites APT Adversarial Defence Mechanism for Industrial IoT Enabled Cyber-Physical System,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain APT Adversarial Defence Mechanism for Industrial IoT Enabled Cyber-Physical System,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:38:26.058953Z

Source-reported events for the cited work

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Observation 597b2e49-1719-48bb-8718-f57bbcdc57be · outbound

This paper cites A comprehensive comparison study of ML models for multistage APT detection: focus on data preprocessing and resampling,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain A comprehensive comparison study of ML models for multistage APT detection: focus on data preprocessing and resampling,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:30.876384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7b75202c-d07d-4a4c-a6f0-eb3e48f45f9d · outbound

This paper cites A survey on advanced persistent threats: Techniques, solutions, challenges, and research opportunities,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain A survey on advanced persistent threats: Techniques, solutions, challenges, and research opportunities,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:30.757863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ce7e1fc0-cb49-4dd1-a6e1-ae5ba42b9cb5 · outbound

This paper cites Challenges in resource -constrained iot devices: Energy and communication as critical success factors for future iot deployment,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Challenges in resource -constrained iot devices: Energy and communication as critical success factors for future iot deployment,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:30.572920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d9fcd712-637c-467d-87e8-b0dcc5fdd985 · outbound

This paper cites Steffens, Attribution of Advanced Persistent Threats.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Steffens, Attribution of Advanced Persistent Threats

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:30.419004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8018cb9f-95c9-43aa-9f86-2e86810632cf · outbound

This paper cites XGBoost: A scalable tree boosting system,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain XGBoost: A scalable tree boosting system,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:30.273650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e7de644f-9937-4e9f-a2d6-9716dcdca6db · outbound

This paper cites Effective intrusion detection system using XGBoost,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Effective intrusion detection system using XGBoost,

Reference 25

Resolution: verified exact; doi, observed 2026-08-07T05:38:27.961716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e7d25237-3d1e-44bf-b2f9-5452c2726a5f · outbound

This paper cites Feature selection methods simultaneously improve the detection accuracy and model building time of machine learning classifiers,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Feature selection methods simultaneously improve the detection accuracy and model building time of machine learning classifiers,

Reference 26

Resolution: verified exact; doi, observed 2026-08-07T05:38:27.815045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8d266a9c-cf80-4edd-af00-66f037aa8cf7 · outbound

This paper cites Building an effic ient intrusion detection system based on feature selection and ensemble classifier,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Building an effic ient intrusion detection system based on feature selection and ensemble classifier,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:38:26.697833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88157366-995a-4c9f-b3e2-cf958983a3fe · outbound

This paper cites Comparative Analysis of XGBoost Performance for Text Classification with CPU Parallel and Non - Parallel Processing,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Comparative Analysis of XGBoost Performance for Text Classification with CPU Parallel and Non - Parallel Processing,

Reference 28

Resolution: verified exact; doi, observed 2026-08-07T05:38:27.705666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ad7aa89b-f978-4c40-81cd-6274a2cc3f30 · outbound

This paper cites XGBoost: A scalable tree boosting system,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain XGBoost: A scalable tree boosting system,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:38:26.873657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7311f46-cd6f-40ea-80aa-9cdd735f8c44 · outbound

This paper cites A new intrusion detection system based on using non -linear statistical analysis and features selection techniques,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain A new intrusion detection system based on using non -linear statistical analysis and features selection techniques,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:38:26.961668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afd6fbda-5dca-480f-bc0e-717bb44cf457 · outbound

This paper cites Optimizing filter -based feature selection method flow for intrusion detection system,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Optimizing filter -based feature selection method flow for intrusion detection system,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:30.113954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be34de19-40d6-4fb8-88cd-8eaa172d3025 · outbound

This paper cites Feature selection methods: Case of filter and wrapper approaches for maximising classification accuracy,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Feature selection methods: Case of filter and wrapper approaches for maximising classification accuracy,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:29.996772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b39ee490-80db-44ef-8db5-5c5595324ab0 · outbound

This paper cites A new realistic benchmark for advanced persistent threats in network traffic,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain A new realistic benchmark for advanced persistent threats in network traffic,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:29.822442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bdac6846-7cda-4546-ac3a-33436931c12a · outbound

This paper cites XGBoost for Imbala nced Multiclass Classification-Based Industrial Internet of Things Intrusion Detection Systems,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain XGBoost for Imbala nced Multiclass Classification-Based Industrial Internet of Things Intrusion Detection Systems,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T05:38:27.241567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea92bbe7-4720-4a2b-9f6c-cf5307062a57 · outbound

This paper cites Evaluation metrics for intrusion detection systems-a study,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Evaluation metrics for intrusion detection systems-a study,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:29.574463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ab13dd73-ad8c-49c9-ae2c-a55dd92bcea3 · outbound

This paper cites Prior Knowledge based Advanced Persiste nt Threats Detection for IoT in a Realistic Benchmark,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Prior Knowledge based Advanced Persiste nt Threats Detection for IoT in a Realistic Benchmark,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:29.310371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2c033301-122a-42a5-9e4e-c49efddb77eb · outbound

This paper cites Advanced Persistent Threat Identification with Boosting and Explainable AI,.

Explainable AI for Enhancing IDS Against Advanced Persistent Kill Chain Advanced Persistent Threat Identification with Boosting and Explainable AI,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:38:29.056212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.