Paper Citation Record · LEDGER

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods

As of 22 August 2026, this Paper Citation Record lists 100 of 150 outbound references and 6 inbound Pith citation observations for arXiv:2506.18046.

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

pith.paper-citation-record.v1
2506.18046 v2

Coverage vector

measured 100 of 150 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:00:22.227575Z

measured 106 of 106 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:37:34.199917Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T02:06:26.623050Z

Reference resolution

100 of 150 outbound references displayed

verified exact2
verified fuzzy1
unresolved96
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 906eec69-f39c-4fc4-ab85-183e56e8bfda · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.720358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e85acaef-785c-43d4-a57a-b7a7d060ae61 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.725939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a3aba43-984b-415d-9018-684c522cf3ae · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.731258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dea125f5-bd6d-4602-b094-26f9fb56649c · outbound

This paper cites OrionBench: Benchmarking Time Series Generative Models in the Service of the End-User.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods OrionBench: Benchmarking Time Series Generative Models in the Service of the End-User

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:00:23.090641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fcc144a5-5f5c-4cfe-9455-0e086d11c3ce · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-15T19:00:21.741609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 968b2f15-3e3a-4bd3-871c-985a1636a26a · outbound

This paper cites Maddix, Michael W.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Maddix, Michael W

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.746800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13c1f5d6-5a6d-42cc-bfb6-0e0fe2980fe7 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.751854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c92393e-198a-44da-98ad-851d7b66aeda · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.756187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e62db70-d5ab-455f-8f0b-020ac4250bb8 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.760585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2c9b748-1151-45cb-9dd3-debb24cd545c · outbound

This paper cites Merlion: A Machine Learning Library for Time Series.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Merlion: A Machine Learning Library for Time Series

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.766072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a30bb6c-7446-4e2b-906d-554e63ce58b4 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.772093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3ad5070-ad80-42e9-b243-c125379cb7b4 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.777069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50361b58-a956-4863-a517-7ff707bd89e0 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.782590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2e9a213-9f6f-4757-8220-73fb09e8bc41 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.786967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6928679-1540-44d6-9f0b-0bd85d2fe0b3 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.791329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b702dad-75d0-4c09-921f-22a5cacdc12b · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.795667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac8c114d-3890-421e-b6e2-c0290912ad31 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.800052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8304ff18-a359-4004-8268-cb594e23cbd7 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.809325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 368a854c-8057-4536-b162-02b1fea5c02f · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.813801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8218f09-b1b8-4799-9357-84f5df808f5d · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.818180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a38e306-c769-4282-9d8b-0b7e54b1cd6d · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.822809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d5fd307-ff51-4569-bfed-ad60099f8194 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.827073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 175f936b-e0b6-4e61-bb9b-d091f242d19c · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.831486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f02c7ce-1512-428d-912e-fc141e6bf013 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.835856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c6d8d16-8a54-4daa-8940-34b4f30b5df2 · outbound

This paper cites Multivariate Industrial Time Series with Cyber-Attack Simulation: Fault Detection Using an LSTM-based Predictive Data Model.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Multivariate Industrial Time Series with Cyber-Attack Simulation: Fault Detection Using an LSTM-based Predictive Data Model

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.839978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a76c4161-da89-4a1e-b1c2-dd0d65ad56a4 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.845147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0d111a4-b57a-4cf7-8923-1bd475c1b89c · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.849714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf154446-e2bb-45e2-b170-7f6e88c30352 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.854381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d36a84b7-e344-418b-8721-95844b128b81 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.858941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29f43bc9-17a1-4937-bf77-ffcafcb2671e · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.863481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8fc030e-a6e7-4d63-838d-d01d5bc35011 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.867984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c8d4635-53fb-4f65-8127-e19cc7e64f62 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.872224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9722c3c8-f710-4ce4-93d9-33b2465b0e16 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.876491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e084ff10-eadc-45a8-b058-02113636065c · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.881256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fe7876b-d49e-4527-a360-ce9c4d465c7c · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.885641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8b425b1-1f06-408d-ad27-93e20ead8074 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.890148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1327fe16-dd7e-4dd3-a4c8-b28e71b70b11 · outbound

This paper cites Adaptive Anomaly Detection in Chaotic Time Series with a Spatially Aware Echo State Network.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Adaptive Anomaly Detection in Chaotic Time Series with a Spatially Aware Echo State Network

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.894241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 098c1431-c6f6-45a6-846e-8b9d4eb7ee1a · outbound

This paper cites MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.898787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c930bc2-8ca4-4d87-a8e7-06cc49234fc5 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.903098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 495a709c-e64b-4e50-a73d-97b68406e9f3 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.907334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78976ad0-d514-4c71-816e-eb65e15e5447 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.911642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbc08ca8-dd37-4e21-8f97-76cea250ec10 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.916166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0614e0db-0a9a-48e5-834a-d4198d4826b1 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.920342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01ee5488-20e3-41de-9885-cbc11a7da8aa · outbound

This paper cites Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.924847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a69c9c96-90e9-414e-8b8f-19fc2d6dfb16 · outbound

This paper cites Katser and Vyacheslav O.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Katser and Vyacheslav O

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.930253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97aa868d-190c-4b96-9cd7-d6fa1206dbfa · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.934704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bc247d3-603f-4bd1-8d96-222ece2819c9 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.944187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15f0fa20-85b7-4bff-9e87-140d91e35dcd · outbound

This paper cites Auto-Encoding Variational Bayes.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Auto-Encoding Variational Bayes

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.953778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1381b3d7-8987-48c1-a979-1d97aa95d3fa · outbound

This paper cites Shohanur Islam Sobuj, Nusrat Jahan Prottasha, E.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Shohanur Islam Sobuj, Nusrat Jahan Prottasha, E

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.958846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3887f542-9fef-482d-ae4d-34cc781a8de7 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.963426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 716f0a25-768e-4b43-9673-28ec80c5881f · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.968949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a0dab19-60aa-4903-8c0a-886fcd75e58a · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.973453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0fd7c66-eb0c-4b0e-b7df-6c25866a47d1 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.977836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1883a00-bc06-431a-82bd-ae603e61ccf7 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.982273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4c98134-a16f-4604-99f0-fa3b73f8c8af · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.986967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b4730e-eaa1-46fc-99cb-2e56b4907418 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:21.996574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dcfcf03-5cf4-4a28-baca-0ac35ef88543 · outbound

This paper cites MTAD: Tools and Benchmarks for Multivariate Time Series Anomaly Detection.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods MTAD: Tools and Benchmarks for Multivariate Time Series Anomaly Detection

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:00:22.911766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9c29ddeb-ca24-4734-b440-332d263c252a · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.006054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 633c1ccf-e98e-45f5-bbdc-1c774011a973 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.011060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cda93b5-a6b7-40bf-b0f4-e9c81e85fdac · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.015555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5f6b9af-532b-48da-b7e6-68e7203b42f2 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.020062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6236f59-e7f8-43df-b9de-28ec48b59dc5 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.024682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4da9b5da-b03d-4af0-9825-a97840adb8fc · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.029360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ee10c82-2f17-42a0-be55-6ff5f0b40ce8 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.034292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9fcfc75-2f38-4a78-8350-5e1d74d3f82e · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.039200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faa2812f-af66-42b7-947f-8200adf4fcab · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.044034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 248121ab-5f4a-4279-a522-b77c432d86ca · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.048777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38a54130-447e-41c0-bf45-e8553b4056de · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.053724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7c3826e-cda2-43f8-897e-3c299aabffef · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.058333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6eb2a65-c6cc-4533-b1e3-da2575e7f7d0 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.063522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bdb34f9-ff5c-4167-900f-22c6589c639b · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.068040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1edf8c02-e21d-459c-90a6-1faab7274a5d · outbound

This paper cites Nguyen, Phanwadee Sinthong, and Jayant Kalagnanam.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Nguyen, Phanwadee Sinthong, and Jayant Kalagnanam

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.072670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 975d4991-3872-4e2c-a365-3c73008b21ba · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.077010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11f534a1-420a-422d-ae11-446c35df5770 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.082484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3396373-ff13-45a8-8b9f-6b4771ea5536 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.086764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b95be29-d708-43da-91a3-081449ff8d9b · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.091563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3a2f0ec-3bc1-4cfd-8be2-6bdc61d4cdf1 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.096873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6db594af-2ffa-405f-bc90-14b6def309d8 · outbound

This paper cites Jensen, Zhenli Sheng, and Bin Yang.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Jensen, Zhenli Sheng, and Bin Yang

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.101423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12bc9271-4249-45fb-b336-fcd512e6f013 · outbound

This paper cites Jensen, and Bin Yang.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Jensen, and Bin Yang

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:00:23.969918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d136c5cf-7193-43cc-9d3c-983edc6db89a · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.115729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91a37398-d79e-4551-a6fb-db35b90ca3d4 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.932820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 479a720a-71e9-4cbb-ab45-fa0e9d7f0782 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.918298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 25b80cde-07b3-4ff4-9141-6321c8e25888 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.903089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ce4e400f-71f7-4bed-a7ff-3323c4359a25 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.886942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f94ff720-34c4-49c5-baff-6ccffd1e5f5c · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.872152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 36404273-da44-4d65-a449-56f48d8bf71f · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.856259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7c55f1f1-e734-485d-b2e2-bb7316b71ba7 · outbound

This paper cites Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.155648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 491b734a-2f4a-44ae-ae0a-09f75b096d80 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.841525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e9678971-840f-4f89-953f-f90e75a045c6 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.826138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 14aa9d82-22ec-4ace-84fc-76a41bad5202 · outbound

This paper cites Scaling Law for Time Series Forecasting.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Scaling Law for Time Series Forecasting

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.169734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a12d9e18-6f0d-4954-86b8-3b0ef53762bb · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.174424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc59e3f2-b624-453d-afc5-75013d028cbe · outbound

This paper cites TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection Models.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection Models

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.184352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb9e3483-bd8c-46ce-851e-dc83bcc61ff9 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.784946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation eafc698b-b505-4a22-8088-45c48c07f2e0 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.770092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8b4cf776-2a39-44f4-81cd-f76fa3c2b7b1 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.199185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1374e7fb-dbaf-43d5-908c-3945f13e633d · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.730365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c3647104-3b59-4431-8543-fe9b40571775 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.712828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 82fbc0a3-fee8-420f-8043-7e74c0381f45 · outbound

This paper cites TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-15T19:00:22.217282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca5deb41-8fdf-4c94-bfe0-1fade1c1b7d3 · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.696366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 83b68402-b3c3-47d7-97cb-df94ac9182bf · outbound

This paper cites an unresolved cited work.

TAB: Unified Benchmarking of Time Series Anomaly Detection Methods Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:00:23.681280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 83b7ad58-9ef7-49e0-9d09-a27337d33299 · inbound

CRISP-SAM2: SAM2 with Cross-Modal Interaction and Semantic Prompting for Multi-Organ Segmentation cites this paper.

CRISP-SAM2: SAM2 with Cross-Modal Interaction and Semantic Prompting for Multi-Organ Segmentation TAB: Unified Benchmarking of Time Series Anomaly Detection Methods

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:42.450486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96d3c72a-b6e8-44d9-9010-1f3eae4f282e · inbound

LEFT: Learnable Fusion of Tri-view Tokens for Unsupervised Time Series Anomaly Detection cites this paper.

LEFT: Learnable Fusion of Tri-view Tokens for Unsupervised Time Series Anomaly Detection TAB: Unified Benchmarking of Time Series Anomaly Detection Methods

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T03:18:37.600159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b6e4509-3622-4a43-bed7-ff6aaf4f734d · inbound

AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection cites this paper.

AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection TAB: Unified Benchmarking of Time Series Anomaly Detection Methods

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T03:12:06.460082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97dca71c-47ff-4e07-9724-99c97f89f130 · inbound

TPA-AD: A Two-Stage Pseudo Anomaly-Guided Method for Bearing Time-Series Anomaly Detection cites this paper.

TPA-AD: A Two-Stage Pseudo Anomaly-Guided Method for Bearing Time-Series Anomaly Detection TAB: Unified Benchmarking of Time Series Anomaly Detection Methods

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-07-02T02:06:26.624952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2429bfd3-1b74-4927-8ab3-98911df88d74 · inbound

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series cites this paper.

CLIR-Bench: Benchmarking Multimodal Question Answering over Irregular Clinical Time Series TAB: Unified Benchmarking of Time Series Anomaly Detection Methods

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-14T14:52:42.813309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a02b9d4-f30a-4a42-bffc-75fbf392bed6 · inbound

AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection cites this paper.

AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection TAB: Unified Benchmarking of Time Series Anomaly Detection Methods

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T00:37:34.199917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.