Paper Citation Record · LEDGER

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest

As of 21 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2505.04019.

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

pith.paper-citation-record.v1
2505.04019 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:44:20.278062Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

23 of 23 outbound references displayed

verified exact7
verified fuzzy3
unresolved11
parse uncertain0
malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 00c0aabe-4d45-4113-af66-1347259f3b38 · outbound

This paper cites an unresolved cited work.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Unresolved cited work

Reference 1

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Observation 56a14b3d-d3c7-4cd5-98d9-4037025ba799 · outbound

This paper cites Measuring the quality of explanations: The system causability scale (scs).

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Measuring the quality of explanations: The system causability scale (scs)

Reference 2

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Observation a866c89a-7d22-4410-93c0-1101e8477912 · outbound

This paper cites Development of a human-centred psychometric test for the evaluation of ex- planations produced by XAI methods.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Development of a human-centred psychometric test for the evaluation of ex- planations produced by XAI methods

Reference 3

Resolution: verified exact; doi, observed 2026-08-15T23:44:20.368180Z

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Observation 733e8426-6b97-40c8-8d0b-b1134833f276 · outbound

This paper cites A general-purpose method for applying explainable AI for anomaly detection.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest A general-purpose method for applying explainable AI for anomaly detection

Reference 4

Resolution: verified exact; doi, observed 2026-08-15T23:44:20.358717Z

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Observation e06a41d7-fb7a-400e-b600-831188835db5 · outbound

This paper cites Transparent data preprocessing for machine learning.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Transparent data preprocessing for machine learning

Reference 5

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Observation 6db8eb2a-16dc-4022-bad1-c6d28bc18aa6 · outbound

This paper cites Towards explaining the effects of data preprocessing on machine learning.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Towards explaining the effects of data preprocessing on machine learning

Reference 6

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Source-reported events for the cited work

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Observation 179c18be-6be5-4246-9f82-a637022b10e6 · outbound

This paper cites Isolation forest.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Isolation forest

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T23:44:20.233336Z

Source-reported events for the cited work

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Observation 0a7a6aac-5af0-42a8-85da-704b31ac4265 · outbound

This paper cites Why Are You Weird? Infusing Interpretability in Isolation Forest for Anomaly Detection.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Why Are You Weird? Infusing Interpretability in Isolation Forest for Anomaly Detection

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-15T23:44:20.345277Z

Source-reported events for the cited work

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Observation b739a6bb-3ab8-4c1e-afcd-7691e711c9e0 · outbound

This paper cites Enhancing explainability in predictive maintenance: Investigating the impact of data preprocessing techniques on xai effectiveness.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Enhancing explainability in predictive maintenance: Investigating the impact of data preprocessing techniques on xai effectiveness

Reference 9

Resolution: verified exact; doi, observed 2026-08-15T23:44:20.334608Z

Source-reported events for the cited work

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Observation 9078d96f-a5bd-46ac-bd5e-b3fe4df41c3d · outbound

This paper cites Lundberg and Su-In Lee.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Lundberg and Su-In Lee

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:44:20.866926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 87152835-697c-4278-b717-746011b2ef83 · outbound

This paper cites Interpretable anomaly detection with diffi: Depth-based feature importance of isolation forest.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Interpretable anomaly detection with diffi: Depth-based feature importance of isolation forest

Reference 11

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Source-reported events for the cited work

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Observation c5b1405f-b049-4a4a-a740-c24c4a5be8b1 · outbound

This paper cites Decision predicate graphs: Enhancing interpretability in tree ensembles.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Decision predicate graphs: Enhancing interpretability in tree ensembles

Reference 12

Resolution: verified exact; doi, observed 2026-08-15T23:44:20.325624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e38e387e-2a0f-416a-902d-855e687fd25d · outbound

This paper cites A review of taxonomies of explainable artificial intelligence (XAI) methods.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest A review of taxonomies of explainable artificial intelligence (XAI) methods

Reference 13

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Source-reported events for the cited work

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Observation 8c43ad4c-88ff-4d20-8eb7-32201ff547ad · outbound

This paper cites A qualitative investigation of the explainability of defeasible argumentation and non-monotonic fuzzy reasoning.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest A qualitative investigation of the explainability of defeasible argumentation and non-monotonic fuzzy reasoning

Reference 14

Resolution: verified exact; doi, observed 2026-08-15T23:44:20.316710Z

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Observation f1d83153-ebab-4a53-bb8b-5ca5347a57f6 · outbound

This paper cites Enhancing explainability in mobility data science through a combination of methods.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Enhancing explainability in mobility data science through a combination of methods

Reference 15

Resolution: verified exact; doi, observed 2026-08-15T23:44:20.307135Z

Source-reported events for the cited work

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Observation f23ef721-d654-4efd-aec5-2582ac7e6125 · outbound

This paper cites Isolation forest with exclusion of attributes based on shapley index.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Isolation forest with exclusion of attributes based on shapley index

Reference 16

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Observation f5971b92-6d41-46e2-a755-b9b47eee627c · outbound

This paper cites Anomaly detection and explanation in coal data using isolation forest, random forest, and shap.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Anomaly detection and explanation in coal data using isolation forest, random forest, and shap

Reference 17

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Source-reported events for the cited work

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Observation e6f4f118-0de4-4ad9-baed-2275b55e621b · outbound

This paper cites Enhancing interpretability and generalizability in extended isolation forests.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Enhancing interpretability and generalizability in extended isolation forests

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:44:20.858544Z

Source-reported events for the cited work

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Observation 720c64dc-43b5-42c3-bed7-7b88d8f14ec7 · outbound

This paper cites Pedregosa, G.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Pedregosa, G

Reference 19

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Source-reported events for the cited work

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Observation 79cf686c-e48a-41a9-8a2c-07378a8689a3 · outbound

This paper cites Unsupervised Anomaly Detection Benchmark, 2015.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Unsupervised Anomaly Detection Benchmark, 2015

Reference 20

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Source-reported events for the cited work

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Observation 9c433167-7d27-47cc-bf69-007c7657f86c · outbound

This paper cites A comparative evaluation of unsupervised anomaly detection algorithms for multivariate data.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest A comparative evaluation of unsupervised anomaly detection algorithms for multivariate data

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T23:44:20.275149Z

Source-reported events for the cited work

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Observation ae427bda-3b43-4acb-9482-226f5a74360f · outbound

This paper cites Bache and M.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest Bache and M

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:44:20.839907Z

Source-reported events for the cited work

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Observation 581935bd-6807-4d6c-b136-f93f5a8f33cf · outbound

This paper cites doi:10.1016/j.engappai.2024.109409.

Extending Decision Predicate Graphs for Comprehensive Explanation of Isolation Forest doi:10.1016/j.engappai.2024.109409

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T23:44:20.267321Z

Source-reported events for the cited work

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Pith citing papers

No inbound Pith citation observations are available.