Paper Citation Record · LEDGER

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest

As of 23 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 1 inbound Pith citation observation for arXiv:2412.06015.

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

pith.paper-citation-record.v1
2412.06015 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:09:51.813789Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T02:18:55.535721Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T18:48:50.022745Z

Reference resolution

32 of 32 outbound references displayed

verified exact0
verified fuzzy18
unresolved13
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8ed656e9-4365-4533-a382-cfa0c5e40012 · outbound

This paper cites an unresolved cited work.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:09:52.106133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fb6e3aae-1eba-4a8f-8ae8-e1d2e84edd46 · outbound

This paper cites Ahmed, A.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Ahmed, A

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:52.099102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e4201ca8-2a18-49d9-b36e-25e1cacad763 · outbound

This paper cites Akoglu, H.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Akoglu, H

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:52.089827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2f687ec2-a93a-49f3-ae7f-b5da06d184d7 · outbound

This paper cites Barnett and T.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Barnett and T

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:52.079736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b814b674-a4c4-460c-bb08-2caf86c4469e · outbound

This paper cites Bengio, A.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Bengio, A

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:52.071332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6ad11942-ee43-4388-bf03-a427b3c06cd0 · outbound

This paper cites Censys: Internet-wide scan data, 2024.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Censys: Internet-wide scan data, 2024

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:52.062255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3d486267-eefd-4d53-936c-66865207e222 · outbound

This paper cites an unresolved cited work.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:09:52.052010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ae151005-4f5a-44ea-9165-09eead7ab394 · outbound

This paper cites Deep Learning for Anomaly Detection: A Survey.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Deep Learning for Anomaly Detection: A Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T20:09:51.741339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57ce34bf-80af-4b35-81dd-9f6d6b22f3fc · outbound

This paper cites Chandola, A.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Chandola, A

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:52.035330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c51e71b5-0cd0-45f4-829d-3a3224a26be3 · outbound

This paper cites Chandola, A.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Chandola, A

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:52.026260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 988eba4f-0fa7-4df9-9a60-d9eb68644d5e · outbound

This paper cites Domingos.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Domingos

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:52.017174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 297eb530-1c8c-448c-b428-ee054d86a775 · outbound

This paper cites Ester, H.-P.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Ester, H.-P

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:52.008035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 510c2a2d-3919-4110-9b3a-3aaae211fefd · outbound

This paper cites an unresolved cited work.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:09:51.998537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 42f3292b-af72-4bdf-b8a6-242f2ed0f4d7 · outbound

This paper cites Extended Isolation Forest.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Extended Isolation Forest

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T20:09:51.760421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b48d4437-1f6d-4321-a51c-4a27169aa34a · outbound

This paper cites an unresolved cited work.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:09:51.988308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bd1c0529-784a-4ea3-810d-1070aa0ca1e0 · outbound

This paper cites an unresolved cited work.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:09:51.979046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4ecd7b8f-82bb-42e0-87ef-c65ed5e64d3c · outbound

This paper cites Jin and J.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Jin and J

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:51.969258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1fd6c579-f69e-4dc9-be1b-a7077d613909 · outbound

This paper cites an unresolved cited work.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:09:51.961043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bee39794-4b29-4cf5-a504-9b4fb555041f · outbound

This paper cites LeCun, Y.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest LeCun, Y

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T20:09:51.774828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49abbef2-e450-4562-855f-77b12f4373ba · outbound

This paper cites an unresolved cited work.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:09:51.949106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a2a665fc-327c-4d5c-baac-129ca9793b22 · outbound

This paper cites an unresolved cited work.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:09:51.940834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8d137c10-8c90-4669-a067-c38bea79d2b7 · outbound

This paper cites Markou and S.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Markou and S

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:51.932062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1f93595c-f0da-4aae-bec0-e3734553fe83 · outbound

This paper cites McKinney et al.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest McKinney et al

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:51.924119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a7c3ff82-a9eb-4311-8a28-c396d9a2d3fe · outbound

This paper cites Pedregosa, G.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Pedregosa, G

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:51.915514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c6b4d4ef-7e30-4cdc-bb2f-46a860bbfe9b · outbound

This paper cites Sommer and V.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Sommer and V

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:51.907665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9a250f3b-e499-403f-bbfd-0f82c109e70b · outbound

This paper cites an unresolved cited work.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:09:51.895872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 87e54aa9-4150-4c01-9041-7f727b2eb36b · outbound

This paper cites Yu et al.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Yu et al

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:51.886474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bf0cdf51-cc5f-47a7-8f45-3aff5fa92c2c · outbound

This paper cites Zaheer et al.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Zaheer et al

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:51.878007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 47f4122b-4eb4-43e6-9170-ca4ec4bcad30 · outbound

This paper cites DualDICE: Behavior-Agnostic Estimation of Discounted Stationary Distribution Corrections.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest DualDICE: Behavior-Agnostic Estimation of Discounted Stationary Distribution Corrections

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T20:09:51.806503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc9e2a09-205b-4a6a-be57-ae3aca2f8a47 · outbound

This paper cites Zheng and A.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Zheng and A

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:51.869438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fdf27959-7b58-4048-8c1b-85db80158f3c · outbound

This paper cites Zhu et al.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Zhu et al

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:09:51.860039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 509f1ab8-2a01-4f5b-9c1a-8d1572c638ba · outbound

This paper cites an unresolved cited work.

siForest: Detecting Network Anomalies with Set-Structured Isolation Forest Unresolved cited work

Reference 2023

Resolution: parse uncertain; raw_fallback, observed 2026-08-11T20:09:52.043348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation a181b217-0f0f-42a5-8594-04c951545dd6 · inbound

BARD-MARL: Byzantine-Agent Detection for Learned Communication in Multi-Agent Reinforcement Learning cites this paper.

BARD-MARL: Byzantine-Agent Detection for Learned Communication in Multi-Agent Reinforcement Learning siForest: Detecting Network Anomalies with Set-Structured Isolation Forest

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-03T18:48:50.024179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.