Paper Citation Record · LEDGER

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection

As of 20 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 4 inbound Pith citation observations for arXiv:2412.12154.

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

pith.paper-citation-record.v1
2412.12154 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:12:16.879390Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:30:58.392660Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T14:41:41.445545Z

Reference resolution

25 of 25 outbound references displayed

verified exact1
verified fuzzy1
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f59b56a2-eca6-4284-bc22-036e4b6405e9 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.189194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4d0042d9-97de-4309-806b-097156099ec7 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.177952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dd8d8aeb-16bb-480d-b259-20c6d8466be5 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:16.785827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c21a8772-42d3-4aa6-a545-197724704035 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.159815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 834afe07-03fa-4d7b-9c40-62a5c57b3db5 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.148417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 46fbe0c7-9180-4bea-9258-8991fd1125d2 · outbound

This paper cites Auto-Encoding Variational Bayes.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Auto-Encoding Variational Bayes

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:16.798984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08196e38-2022-4937-bb1e-013941cce72b · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.136452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b0ff7eb8-0c29-4f63-974f-a6a72ba635b1 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:16.808784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2271079-e16d-479c-bc0f-128c55f9e569 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.107359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7424fd3d-3dfb-4f3e-af24-8221a607e6e2 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:16.820812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 296542e4-6e0f-4ce5-b377-c8407844ad03 · outbound

This paper cites Metabolomics in the Cloud: Scaling Computational Tools to Big Data.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Metabolomics in the Cloud: Scaling Computational Tools to Big Data

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:12:16.917420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c66ce1ea-9e10-4331-8897-1fcd8995751a · outbound

This paper cites DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:16.824731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d5630bd-ec99-4bbe-bc66-da7c561331cd · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.077832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 63761250-ed65-45bf-bef5-9ba8971dadaa · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.089127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 629a7bd1-43ea-4366-ace0-5f83fbbf9961 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.051878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b8e2900f-1452-4a66-b2a4-0b3ff8d13b51 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.064986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a4e5ee09-ac2c-48ab-b2ce-a14bc01bd749 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.026183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 58f53351-9875-4590-88ed-b1d2aa1cc755 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.038917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e866b6b6-3635-4bcc-a3bc-d75c181e3727 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.002541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 771c3452-0ad9-4f26-8e6a-07d91f4b3665 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:17.015148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fef21c4a-dcab-4853-9462-f53e333046d9 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:16.980895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 14cf5b5d-80bb-4c0e-8afb-d935d51177bc · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T18:12:16.867412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c50ef17e-da75-41d3-93c0-ca80d483d27c · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:16.955654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0b624039-369a-4deb-a5f1-b9efca950b84 · outbound

This paper cites an unresolved cited work.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:12:16.968443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4ecebc43-83d8-407d-b549-b239682e30cd · outbound

This paper cites AAAI 38, 4 (Mar.

PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection AAAI 38, 4 (Mar

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:12:17.118348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation df39d1cc-edf5-49cc-a53c-a345fbfa8f0d · inbound

Detecting Spelling and Grammatical Anomalies in Russian Poetry Texts cites this paper.

Detecting Spelling and Grammatical Anomalies in Russian Poetry Texts PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T23:30:58.392660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88098336-7daf-4ae8-b495-10c8227bdbc3 · inbound

AD-AGENT: A Multi-agent Framework for End-to-end Anomaly Detection cites this paper.

AD-AGENT: A Multi-agent Framework for End-to-end Anomaly Detection PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T20:34:14.428682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83c85e50-cb1a-45e2-bfa3-fd74c9a4a058 · inbound

MR-EEGWaveNet: Multiresolutional EEGWaveNet for Seizure Detection from Long EEG Recordings cites this paper.

MR-EEGWaveNet: Multiresolutional EEGWaveNet for Seizure Detection from Long EEG Recordings PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:41:41.514593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 670c335a-13c3-4236-948d-be065c62b46e · inbound

Machine Learning-Driven Anomaly Detection for 5G O-RAN Performance Metrics cites this paper.

Machine Learning-Driven Anomaly Detection for 5G O-RAN Performance Metrics PyOD 2: A Python Library for Outlier Detection with LLM-powered Model Selection

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T16:35:28.051015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.