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Paper Citation Record · LEDGER

Dive into Time-Series Anomaly Detection: A Decade Review

As of 12 August 2026, this Paper Citation Record lists 100 of 271 outbound references and 6 inbound Pith citation observations for arXiv:2412.20512.

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

pith.paper-citation-record.v1
2412.20512 v1

Coverage vector

measured 100 of 271 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:22:31.208119Z

measured 106 of 106 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:46:42.110900Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T03:32:01.404715Z

Reference resolution

100 of 271 outbound references displayed

  • verified exact9
  • verified fuzzy0
  • unresolved88
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2785554c-7bf1-4482-a580-f6cab15c827c · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 1

Resolution
verified exact
doi, observed 2026-08-10T23:22:32.313030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T23:22:30.801862Z digest=sha256:e8e41748051a34ac9bc2f2420f0570b78fa0cacc2f1d8b3aa386bbe12c38e8ca

Observation 0f1abf8b-2cab-4edf-a40e-09849b2e881f · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.807242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.807242Z digest=sha256:85eb48304eddfb9bd56aa36a63af8c46a97ffa717230d00da5b5d3b667b4e9d2

Observation 0c974914-6e39-43f9-aaef-3d12dae1781d · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.811656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.811656Z digest=sha256:614d32c96c53b7ccdc59d026adcd997a0835069e430a8e568d17307feaf1a66a

Observation 221f8bfc-33f6-46bd-a0a6-5a50bce9b44e · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.816306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.816306Z digest=sha256:67cd11e31090a3a890515065a6e220f4defab32f81f60a3796369ae2fdb6c286

Observation e6c3a7c9-400d-4165-acab-4f8487374b65 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.820946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.820946Z digest=sha256:e9c03b88936ad5b1097a441dba7fd8f5f09adb00e4dc0fb00ce9a834e1e1e833

Observation 2b48fa46-962c-45b3-91cd-74f8da1e1a52 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.825654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.825654Z digest=sha256:20da0d2b33db358c6a4e0b9ec7d270707336e7b52562df7179d4dc0477f8c855

Observation bfbb60ef-3a7e-4cd6-ad9b-67dba387e168 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 7

Resolution
verified exact
doi, observed 2026-08-10T23:22:32.290031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T23:22:30.830157Z digest=sha256:95ded10359163f3805cdf706e1bb726523aaf70c2e10d48fc2abcf990dcfa111

Observation 77833b2f-9c6e-4013-b246-21e5d79707d6 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.834465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.834465Z digest=sha256:b52451ea705629b2e28cb6fd21f31d0ae2b02e92716a1b4efc67251ef59cca28

Observation ac304fe9-36a0-4629-b6b1-09c2f7333702 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.838734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.838734Z digest=sha256:cac857d866d181f75689b18365ffe60213eda3629d31f820384bc70d034633a0

Observation a1698e94-cf30-4b00-ad8f-47320f0eecd7 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.842618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.842618Z digest=sha256:40d9d1e6d60c1b60dbaeeb5ec31dd3a77b69e073bcab6c39317ca636dfcb2ea0

Observation 756bcc57-0030-40c2-95af-9b8554078456 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.846661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.846661Z digest=sha256:33db2bffe782a5f4f3e65d63ce35890c72597247fb88b05372340da009da5715

Observation 6c36b498-2999-4315-a4b4-405ebaaad1a7 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.851088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.851088Z digest=sha256:76a53db2391795ac92887f3e9279654e7c5d021889fbcf11fe0b745e4c8a8856

Observation c3f6cbe9-b248-4124-990a-5f7ac09b44ae · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.855884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.855884Z digest=sha256:d7d9cfc1de6832ced3a6684a7dfb8215b88f35322fce76eee5752fdd5353fd0a

Observation 132d79dd-837e-4e60-959f-5b6e15306cdd · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.860095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.860095Z digest=sha256:e09c35ae3e836e33f5d0890e763765ddabbabbb054156def24666c36e7c55176

Observation 18620d99-6b01-4787-a554-5641193713ac · outbound

This paper cites Barnet and T.

Dive into Time-Series Anomaly Detection: A Decade Review Barnet and T

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.864019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.864019Z digest=sha256:232d022ede9a562788b951a1d1208ea8a046aa4640c5af922e4048aa10ba4982

Observation 17fe654f-a5d4-4e8b-b1cb-8897ac967121 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.868003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.868003Z digest=sha256:0ed680a7cb35cfc62a013e68f44ddf3770964f5bc19faab29a00c8aa46001a16

Observation becb2fbb-3a7d-4fd0-bdd7-fa215b35ad59 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.872038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.872038Z digest=sha256:ef19b44eb039a8256dd74f8c7ee3b902d3398e9e604b82d82d3fffb48bcf3ade

Observation b5b32b50-9e18-43d8-ab7a-686e6cd70d84 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.876190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.876190Z digest=sha256:63dc7b16583d29c255dbd343ec1d02441639653542bc2c68bf646f533fe274a7

Observation 7a6e1b9d-b9fc-40a6-a311-1e77d2623c41 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.881254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.881254Z digest=sha256:ead667de43c9fe5df04e13a3b49b7c2ef963983c29226e0c939594270bfc463f

Observation 853f3969-31ea-41d6-b627-871bac2d8cc7 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.885147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.885147Z digest=sha256:a744e4182469dbb4a9308d9a57fa671a01d83aa0d2a5d3a398e4495bab651e1d

Observation a011108c-3df2-4cde-8d1e-3b6197d5ce53 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.889144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.889144Z digest=sha256:69bf6ced903c4b162d13833cceac959f0115c4d72e9dde4adb75876e34a79005

Observation 9c2aab47-b548-4b26-8dc8-7d0465724538 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.893255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.893255Z digest=sha256:68b657aa5d6c37afcc66775efcda9da01a146b7940261ebed87e2eec4027e0cc

Observation f209c0c5-c7bb-4eab-b037-09cf1c872944 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.901045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.901045Z digest=sha256:56ffb06a02412f567bf2b02c219630652a63425b40fda29857e80321266f534e

Observation 9d2aaef0-5d93-48b6-8bd5-0a95e549b572 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.905123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.905123Z digest=sha256:e47e09d88b5cd9fe3e48dd610ea81709c162d630c9c544092d7697b252d4620d

Observation 33d373bd-fe5b-46e1-b17e-86d51e2c742b · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.909275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.909275Z digest=sha256:a486f8059ed86f9c7c7b7475c8ec886f0ff84c52837b647c6160731c1334b173

Observation 12a1a751-9214-4081-89d4-8459f113b213 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.913033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.913033Z digest=sha256:f2ee50ecb204c0fd90426748d1c13b32668083fd456fa9612fe393fb6e22df5b

Observation b8a8680a-9f53-44a4-8691-a988bb7d8088 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.916770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.916770Z digest=sha256:972923aa63f5f8bdd49d994f0cb83df352d2aa045a883f564a23962340db9ba3

Observation 4dff3144-dad6-4d01-9d28-dec45ac337c7 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.920619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.920619Z digest=sha256:1f7ae2e745ce9711a8a11817e032f8ff64cf872c614d1c0b097bb231ac6b5d38

Observation 2151b2f3-1e3e-4902-a45e-1c40d031f775 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.924911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.924911Z digest=sha256:ecb56e398bec6d4eb736a8d5fbc92df7c07b4a2b0ccac1bf7637d26b1d321420

Observation a696e3f3-f688-4b23-864a-0bae7e4a4623 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.928924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.928924Z digest=sha256:eac58d2703c8962cc5de1333b99f2a8b7aee615a39560c611a18071cad4f8d24

Observation 0d4ee6c0-37a2-4b40-8e26-1c083868f55e · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.932811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.932811Z digest=sha256:42e7ffb8f197da8812b51f7b0f0fa5f2d9d208669494863273aff425bbd250c7

Observation 66854ffc-5cad-4a88-8435-6f4234da9df3 · outbound

This paper cites Anomaly Detection in Univariate Time-series: A Survey on the State-of-the-Art.

Dive into Time-Series Anomaly Detection: A Decade Review Anomaly Detection in Univariate Time-series: A Survey on the State-of-the-Art

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.936560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.936560Z digest=sha256:9d2d560cb1d43e738b9d7c32fcb8b067c1bdd4331460c34f0da50630481f5379

Observation 948e802b-09a2-43b8-99b8-60bf6e324294 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.940642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.940642Z digest=sha256:caec932058081039454f0d85cf7d08de3acc8d2be1b8e89524269b782e1ff311

Observation 0800e189-bd6c-4c4d-9811-195a20b604f4 · outbound

This paper cites Breunig, Hans-Peter Kriegel, Raymond T.

Dive into Time-Series Anomaly Detection: A Decade Review Breunig, Hans-Peter Kriegel, Raymond T

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.944724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.944724Z digest=sha256:07aa3a32fe27d70baaf8bf9655ff4d7c88cac0672e2b4e95e8cba95e192374f0

Observation 429c965c-d521-4fb6-96c7-95a6b923d8cb · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.948486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.948486Z digest=sha256:8187d82eb4d9482373d609d4c2e5305243890e7188c13edbd0216a46e5e42287

Observation 8dc9c1d4-5369-4f40-8d68-e18e1d802621 · outbound

This paper cites Keogh, Jian Pei, and Sam Meshkin.

Dive into Time-Series Anomaly Detection: A Decade Review Keogh, Jian Pei, and Sam Meshkin

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.952306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.952306Z digest=sha256:10952f19983939a94c5ebe06030c7eac79a084ac17fd0d05ac4de39800891aac

Observation 22dca8ee-8db6-4265-9bbf-a4f293fa5bf9 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.955903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.955903Z digest=sha256:29e582360d1c2592ff555b0e36bc9dc01dfb70bad862b9edad319a29fcfa930d

Observation 416b8dcd-486e-4cbf-9aad-d51a4e8485b2 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.959619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.959619Z digest=sha256:9a6cd993a0d8cb4789d6b3ec8cbc9888c59606daee5988ff013fbf18f7942fab

Observation 86b51636-6f8e-4478-ab80-ec273b1d4037 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.963689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.963689Z digest=sha256:5c9c4c56776c9932044f9a49237e2cf056ef6fb556ea4a71512ba6c515246f7b

Observation a2016ad1-7bb0-4871-a9bc-32b8821449b1 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.967662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.967662Z digest=sha256:e665c9ff8f890f3d12b048c5eda95cd8c60fbcefff970c8cdeac31895cb582f2

Observation 2755beca-d96b-4dc6-b937-bb9340512fd4 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.971228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.971228Z digest=sha256:d5f36173efd4396d85801043c7f467c19f42979286fc19000fee5ddc45833b04

Observation b1629c19-565d-480d-a093-1093b89065aa · outbound

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

Dive into Time-Series Anomaly Detection: A Decade Review Deep Learning for Anomaly Detection: A Survey

Reference 43

Resolution
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no resolver link, observed 2026-08-10T23:22:30.974918Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T23:22:30.974918Z digest=sha256:e4a2077bfeb0bdf430454abdc46b39a2c00770985d8b295ddc5fd2ff9f957624

Observation bd58ba96-3837-4cc4-8af3-dceee2ad1b11 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 44

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unresolved
no resolver link, observed 2026-08-10T23:22:30.979229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.979229Z digest=sha256:18bddfa796eeab758102da8664c5e37c9f23a82a9ca5f1f668a0b01be275c688

Observation 64b5f7ab-d0d2-44a6-8b76-c31a244ecb7b · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 45

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no resolver link, observed 2026-08-10T23:22:30.982810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.982810Z digest=sha256:86e68025fead93642e95c1d7daa50ba6f547329adedea19f6a01f1f8be222067

Observation 7c351060-96c5-43b4-b6a7-080e5a5e1d59 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.986658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.986658Z digest=sha256:6ace8cf8f4c38aa271a36393c9c8204864f94d3095fbb217960fbadc2c2f9ee9

Observation 85c6a0bd-4a7e-4f05-850c-7492a78f3bc1 · outbound

This paper cites Chandola, A.

Dive into Time-Series Anomaly Detection: A Decade Review Chandola, A

Reference 47

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unresolved
no resolver link, observed 2026-08-10T23:22:30.990384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.990384Z digest=sha256:511622168ae55388ceb2bbc21b3ec97d6bd1aee5fa0438c1ef9099b031d35bd9

Observation 2110482a-c836-44f3-b306-3ecbfcf4016d · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:30.996236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:30.996236Z digest=sha256:496d0ad43cd71cd8336cb137efaec5979ddcfaf6bbcbfc2bf380d6ce6172e068

Observation 94a56c69-6360-4675-bd08-d29b458ec46c · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 49

Resolution
verified exact
doi, observed 2026-08-10T23:22:32.253732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T23:22:31.001814Z digest=sha256:17249758dc2748d2efc0de9640827f49fc7f05505c446f1e9b97049a6dbda8ab

Observation ebf6da12-fe65-45e3-aae9-8708573d1e22 · outbound

This paper cites Chauhan and L.

Dive into Time-Series Anomaly Detection: A Decade Review Chauhan and L

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.005848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.005848Z digest=sha256:8b715a9e86600df7657bce24ebfb5f77e6cdcab86410f128062143b642fcfb96

Observation 0be2c9ba-be43-493f-94bd-39ef91f6648b · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 51

Resolution
verified exact
doi, observed 2026-08-10T23:22:32.240690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T23:22:31.009580Z digest=sha256:48e71b6d355df17277562056cabd9ff67314f95271f3569e1b98b825cea16468

Observation 24458915-0633-4227-b9a4-3e232308a4bb · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.014329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.014329Z digest=sha256:887db931b427aa9fbaf9f03a34e23990664dc02bc795c60112c971e724781c0c

Observation 4523d89c-ec12-4576-aa12-856ed436ed46 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 53

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T23:22:35.012231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T23:22:31.018182Z digest=sha256:dfb2de862648c3c1af9ab941ceb2fa203de0f15f7ded9dfcfe5eb45b14cd412d

Observation e31390c8-3d6e-4c0b-85c9-f06aa6c18bec · outbound

This paper cites On the Runtime-Efficacy Trade-off of Anomaly Detection Techniques for Real-Time Streaming Data.

Dive into Time-Series Anomaly Detection: A Decade Review On the Runtime-Efficacy Trade-off of Anomaly Detection Techniques for Real-Time Streaming Data

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.021917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.021917Z digest=sha256:2ce82bfebda77a48714776315027c42e0d1dc9c5fe3cfed82d83afb5c78ac3cd

Observation 0635023c-e550-431e-bcc8-cf22069065d1 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.026148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.026148Z digest=sha256:a19c384eca63082c009e1c074cb8765bbd57cd6d003581a306b377b12808f0f5

Observation 8058ce20-9dff-4856-8b83-93f173906892 · outbound

This paper cites Cook, Goksel Misirli, and Zhong Fan.

Dive into Time-Series Anomaly Detection: A Decade Review Cook, Goksel Misirli, and Zhong Fan

Reference 56

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T23:22:34.901271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T23:22:31.030317Z digest=sha256:8333602a7ed8b0bc5dd29ad15588fbe33948c06ba92e25b3e9e197982d71d1bd

Observation 36a9aef8-43e2-4a43-ad2f-a6e35ed0a87a · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 57

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unresolved
no resolver link, observed 2026-08-10T23:22:31.033982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.033982Z digest=sha256:126c1a5eb8810b1b49d93924eb263cec82b7e5c9c9806be87106202e7dc749a6

Observation d7881edf-0b05-4e66-9159-7f2ce6597ab5 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.037682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.037682Z digest=sha256:315e0937707420244444cadea90a634cb8f81a0dc38f7a6054fc250b7992a154

Observation e9212e9d-c883-4b1d-bb23-96326ea2bc95 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 59

Resolution
verified exact
doi, observed 2026-08-10T23:22:32.218003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T23:22:31.041543Z digest=sha256:a14d3c0a0d3174e0bce12c2e74adf7382177f5d6f1afca284782ddee19f10df5

Observation e9093914-0184-45d6-818e-430110a97c3c · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.045740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.045740Z digest=sha256:e060d19c01c7d8e205f1d4f93ddabd4ff2a987ca187e44fa6842d2d6e242c7f7

Observation b25a1444-f7a6-4f0b-8921-3831157af50f · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.049527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.049527Z digest=sha256:4f769c7a50c397922c211b860d3918ec6b755addf521ebc2186513873b61e57d

Observation 7e9fdf64-0406-455c-8d51-6dd1a7930370 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.053198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.053198Z digest=sha256:f333c82d3daed4263d3eae5cfa73653531686b6bee990c321927cb259c1cb3c7

Observation 1c043d2a-74a5-4555-95fc-3a651a33d256 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.056956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.056956Z digest=sha256:f0f236614434b794ee53eb29b8badf9707511f4094f552f4b2c368ef510f1436

Observation 23521d1d-d7a5-4878-9d3a-42411439d3f9 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.061072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.061072Z digest=sha256:26116b8b7d8e7b6be9c9e4c112b90809ee01f704800a112520cc7e46a4fae228

Observation 964b837b-5fee-4eae-b603-b2be22c4c6e8 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.064925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.064925Z digest=sha256:384b5e5827cc410786a29f3ae99311a21fb1b2a7b872bb27b890c0ab525c20bf

Observation e1bbbdf2-86ef-47bf-a6ee-b0af24a45f41 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.068653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.068653Z digest=sha256:52ca28c321f8cbe74ddae42d60109ce303711bdd9cf2a52f705b370051adb4db

Observation f410d094-550d-41f3-9273-abfeeb3ced62 · outbound

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

Dive into Time-Series Anomaly Detection: A Decade Review Multivariate Industrial Time Series with Cyber-Attack Simulation: Fault Detection Using an LSTM-based Predictive Data Model

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.072685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.072685Z digest=sha256:2a08ca87fbf6879da78f048e851d91d30c64fea2c934058941b1a23aa519be0e

Observation de395b76-0a6f-40a6-965a-51918f6ec35b · outbound

This paper cites On the Nature and Types of Anomalies: A Review of Deviations in Data.

Dive into Time-Series Anomaly Detection: A Decade Review On the Nature and Types of Anomalies: A Review of Deviations in Data

Reference 68

Resolution
verified exact
local_arxiv, observed 2026-08-10T23:22:34.804631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T23:22:31.077011Z digest=sha256:e6ce66e3d9fa62ab7280943faaaa2050adb96a3d9c0755306785b7c350ce3471

Observation 910e1795-5f70-40f5-a780-a56e3d5a6907 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.081588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.081588Z digest=sha256:686dc29a19f4af32880f449d63291152ab5ffd58f94017375f847449234b1f4f

Observation 809ad6c4-c42d-4b96-afd0-11efae389acb · outbound

This paper cites Keogh, and Jessica Lin.

Dive into Time-Series Anomaly Detection: A Decade Review Keogh, and Jessica Lin

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.085436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.085436Z digest=sha256:678fe2c39819cb1abc47a5fa3aefc75dea2e7a994a0fbe65acdd5e2c6830da13

Observation 23f37110-e1b2-4cf8-993c-a57ced0e896b · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.089178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.089178Z digest=sha256:b7ca42f314e772636c9890726cc0d439fa207292a49355949dfcb301fafa79ee

Observation fb44a7a8-f477-4c77-87dc-d76c4e3d00c7 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.093305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.093305Z digest=sha256:7d41a9449954af7ad58881b2e3d74853e910737088c87edbfbad072faf167c8a

Observation cd86721f-7410-45bd-8cc3-086372b4add3 · outbound

This paper cites Temporal signals to images: Monitoring the condition of industrial assets with deep learning image processing algorithms.

Dive into Time-Series Anomaly Detection: A Decade Review Temporal signals to images: Monitoring the condition of industrial assets with deep learning image processing algorithms

Reference 73

Resolution
verified exact
local_arxiv, observed 2026-08-10T23:22:34.784436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T23:22:31.097047Z digest=sha256:c5378df3e6c0789dbfb42c07da5e677aa7d5e415e6a721cde9d9940e6a6885b6

Observation 16681ba4-ec9a-4d91-8e4e-3d10f0254e3e · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.101025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.101025Z digest=sha256:99cc65fd45494b5a67d3083e0a183938ebebee06c5cca04cc1b2006056582388

Observation eef92727-f00b-474f-964d-ff482e45b8b8 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.104735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.104735Z digest=sha256:ac278e6a25093fd21d2bcdd4b8428c7907bbf8bda64f1af004c8caac1c50d7ae

Observation d9a72ed8-2f9d-4eb8-8279-d8d36ba167b9 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.108623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.108623Z digest=sha256:2f7f32f6bc9f9425f950b4fa5fb034938ccded86756005251eae2a0748a02ab6

Observation 1faff3c0-b9d6-48f4-805a-023b2cb2e768 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.113227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.113227Z digest=sha256:647deede952949bb6f0849757d26bace5fa7b2cf5b3f740afd708c7b648c6f1e

Observation 56b6d984-6ae2-4162-a01d-d8c4c9511542 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.117422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.117422Z digest=sha256:f3fb8b2fd2dd8e63e2bc9051449c954d8fe899d4bcc6ca2cdab95c8235313989

Observation 670b8d52-f49b-4e6b-ac37-229eb38a6801 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.121234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.121234Z digest=sha256:9c593f8d8aa197c692c17ce8d1d8f767e59e9299f132bbe99f68596ef002e298

Observation 7bef66f8-6824-40e1-9f58-01f25dd4f042 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.125105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.125105Z digest=sha256:f5b846e78a532a4f182098bd91df2065ae6ee67b110b831b70055c4d6630f957

Observation 10832c43-1769-4dc9-b0e5-2d0a3898bd69 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.129037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.129037Z digest=sha256:4323e793e5f7544b90b2fdd87e9e69ff04de03a4f82ae444cd2e23e114b5a6d0

Observation 29819a99-b6c2-4974-867c-5f3528b9be6b · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.132832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.132832Z digest=sha256:bdd18c4967c59e3e4a2f8357844ed1eee54d4eb5ee69ed4f881a8b1580b3404f

Observation d57699fb-b0a5-463c-99d0-c7b846376193 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.136599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:22:31.136599Z digest=sha256:7ca815d70382a00d5fa0bb8f740684d7026d7bb8146fb0c7fc1a2d723beabb53

Observation 6a2df8a2-b798-47d6-811f-f524d6936172 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-10T23:22:31.140248Z

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Observation 8003806e-4f58-4365-add5-0013b1c9c94e · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 85

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Observation aab0b3a3-63c7-4a84-8c09-869087f21986 · outbound

This paper cites Aggarwal, and Jiawei Han.

Dive into Time-Series Anomaly Detection: A Decade Review Aggarwal, and Jiawei Han

Reference 86

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Observation 384683ec-56c9-4c52-ae00-8675c8c9be32 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 87

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Observation d566fdf8-92e4-43cf-b75f-eb330541893a · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 88

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source=pdf_text observed=2026-08-10T23:22:31.156612Z digest=sha256:630ebc56ec1933cd1e425c6680c1b6c4f22cff2e53b60e169d6cd2e05b97aeaa

Observation ab5399e7-c31a-4f26-a9cc-1b9ab42479c9 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 89

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 48e7cdb9-3fd8-4efc-b062-f869274064e8 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 90

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Observation 497132b1-f004-443d-b7b4-43ae6c244e26 · outbound

This paper cites M Hawkins.

Dive into Time-Series Anomaly Detection: A Decade Review M Hawkins

Reference 91

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Observation 307130cc-2f88-4160-94d8-e52232b869ad · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 92

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Observation 1f5def88-e9ca-49d0-a3bb-0ad45d608685 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 93

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Observation 904cf9a6-adcf-4bed-9970-13d05d0137c6 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 94

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source=pdf_text observed=2026-08-10T23:22:31.180025Z digest=sha256:29d2247495040dfe406bed204fd784a6219c2b1cea7e426ad8444e0f65fc2800

Observation 53572f94-1196-4a01-8694-171debf609cf · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 95

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source=pdf_text observed=2026-08-10T23:22:31.183644Z digest=sha256:def0115582554230fa1398283dd7d20033d0c02e5e62deb6439d5559ab090aa0

Observation 530fd3c5-400b-4912-9574-bd638d897411 · outbound

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

Dive into Time-Series Anomaly Detection: A Decade Review Adaptive Anomaly Detection in Chaotic Time Series with a Spatially Aware Echo State Network

Reference 96

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source=pdf_text observed=2026-08-10T23:22:31.187915Z digest=sha256:4e4259fbc6d2741f8f27e9a170eae1f764a8c0f7f48d3e68d8e920fb5d6ea684

Observation 0c9c8269-7c54-4870-ae7b-6ff3e28a9c57 · outbound

This paper cites Automatic Anomaly Detection in the Cloud Via Statistical Learning.

Dive into Time-Series Anomaly Detection: A Decade Review Automatic Anomaly Detection in the Cloud Via Statistical Learning

Reference 97

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Observation 34350cdf-1b4f-41a5-8f6d-79ec24d8ea47 · outbound

This paper cites an unresolved cited work.

Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 98

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source=pdf_text observed=2026-08-10T23:22:31.195830Z digest=sha256:7585ba81096a1275f6d2551c093665a66c7289ab6e6edff40b1233d1ac1c0896

Observation 21712d57-c5cb-43a0-870b-5a3205d60eaf · outbound

This paper cites Hodge and Jim Austin.

Dive into Time-Series Anomaly Detection: A Decade Review Hodge and Jim Austin

Reference 99

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Observation 2afb0323-7a75-4e24-a22b-6bdfd70617f1 · outbound

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Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 100

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Observation ecc15412-4b49-4b06-9a66-695d2123f5d0 · outbound

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Dive into Time-Series Anomaly Detection: A Decade Review Unresolved cited work

Reference 101

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source=pdf_text observed=2026-08-10T23:22:31.208119Z digest=sha256:9e166e6e414e7a2b5ff6891d57fb6a9331008c9a7196ccfe8a7934ac139d13e2

Pith citing papers

Observation a2e87fa1-07f2-4fd0-a172-fb2d33e0d6d5 · inbound

Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series cites this paper.

Real-Time Decorrelation-Based Anomaly Detection for Multivariate Time Series Dive into Time-Series Anomaly Detection: A Decade Review

Reference 12

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source=pdf_text observed=2026-08-06T18:46:42.110900Z digest=sha256:952b721780408f6a7660afaef7b58f27e8d96b87fe75dda30d63084c6904807f

Observation 8b5e10c5-166a-4996-b3b5-cfe6816ecab2 · inbound

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Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback Dive into Time-Series Anomaly Detection: A Decade Review

Reference 9

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arxiv_id, observed 2026-05-19T03:32:01.407494Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 35e88000-30a1-4558-8600-5f8d0662ab18 · inbound

Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoring cites this paper.

Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoring Dive into Time-Series Anomaly Detection: A Decade Review

Reference 5

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arxiv_id, observed 2026-05-11T13:36:09.758719Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 89a9fb37-78b6-4b98-87ae-2a8412abc030 · inbound

ClouDens: Operational Context-Aware Anomaly Detection for Large-scale Cloud System Monitoring cites this paper.

ClouDens: Operational Context-Aware Anomaly Detection for Large-scale Cloud System Monitoring Dive into Time-Series Anomaly Detection: A Decade Review

Reference 26

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source=pdf_text observed=2026-08-01T15:58:08.298360Z digest=sha256:ffe2aa03c55b86a32f8ddd6dae6b81f22d39241afb32910d46224858d4f5e2a5

Observation bc7e773d-f6f3-48ba-bc1c-9e71ef5aa18b · inbound

A Computational Ethical Framework for Financial Digital Phenotyping for Mental Health cites this paper.

A Computational Ethical Framework for Financial Digital Phenotyping for Mental Health Dive into Time-Series Anomaly Detection: A Decade Review

Reference 164

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source=arxiv_source observed=2026-07-31T19:30:15.865394Z digest=sha256:5aa689bee297db24f762503c24c9215544b997a4da759a8d0863c277c4f761f5

Observation 6eb4d69c-c8a0-4b04-8de0-2148bbcdafd0 · inbound

PRISM: Powerful Time Series to Image (TS2I) Representations for Multivariate Anomaly Detection cites this paper.

PRISM: Powerful Time Series to Image (TS2I) Representations for Multivariate Anomaly Detection Dive into Time-Series Anomaly Detection: A Decade Review

Reference 1

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