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Paper Citation Record · LEDGER

Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 20 inbound Pith citation observations for arXiv:2110.02642.

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

pith.paper-citation-record.v1
2110.02642 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 20 of 20 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T15:51:29.498633Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T06:15:00.866473Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

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Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 3c59a083-434c-433c-bb2d-b5bd9f763e4e · inbound

TS-Reasoner: Domain-Oriented Time Series Inference Agents for Reasoning and Automated Analysis cites this paper.

TS-Reasoner: Domain-Oriented Time Series Inference Agents for Reasoning and Automated Analysis Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 30

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arxiv_id, observed 2026-05-23T19:45:47.195293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 786ac466-f387-47c3-b91c-c3f4d5df97e3 · inbound

Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback cites this paper.

Time-RA: Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 68

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arxiv_id, observed 2026-05-19T03:32:01.452625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation e8b1640a-2865-49b9-9812-a23df8e4493f · inbound

Fourier-KAN-Mamba: A Novel State-Space Equation Approach for Time-Series Anomaly Detection cites this paper.

Fourier-KAN-Mamba: A Novel State-Space Equation Approach for Time-Series Anomaly Detection Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 9

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arxiv_id, observed 2026-05-17T20:20:12.149600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 3079ad89-7529-4c06-a81c-4753d40b8eaf · inbound

Neural CDEs as Correctors for Learned Time Series Models cites this paper.

Neural CDEs as Correctors for Learned Time Series Models Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 24

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verified exact
arxiv_id, observed 2026-05-16T23:28:41.077031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:23:44.658505Z digest=sha256:62559e14523c8f0122d591cfb166761aaedd5164fb7ab3f27fe7a82877976ff0

Observation 93bd3dfc-81f8-489d-9a68-81865a00c334 · inbound

Attention in Motion: Secure Platooning via Transformer-based Misbehavior Detection cites this paper.

Attention in Motion: Secure Platooning via Transformer-based Misbehavior Detection Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 64

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unresolved
no resolver link, observed 2026-08-03T15:51:29.498633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:51:29.498633Z digest=sha256:dfd66848a66865e9ea63a0dfb630b22d61bf730d56a101e40f64f4ebdbf3ec99

Observation 88ff5784-51cc-43f7-af88-902c02505e8f · inbound

Physics-Guided Tiny-Mamba Transformer for Reliability-Aware Early Fault Warning cites this paper.

Physics-Guided Tiny-Mamba Transformer for Reliability-Aware Early Fault Warning Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 20

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verified exact
arxiv_id, observed 2026-05-16T10:00:49.349459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T10:00:34.106760Z digest=sha256:344eca324d067a62975d9b2844af9d090ac7aa2b6964cbd3b8e180bf625a104c

Observation 5117bcb9-30d5-4f28-b876-a45278743193 · 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 Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 18

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unresolved
no resolver link, observed 2026-08-03T03:12:07.147309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:12:07.147309Z digest=sha256:be524bf4ebc2ac9b8e7f3be5daf840a42e7aad01aba8be653d61818486584ad5

Observation ccda3df8-24fd-4622-81a6-87410f7c52d7 · inbound

Surprised by Attention: Predictable Query Dynamics for Time Series Anomaly Detection cites this paper.

Surprised by Attention: Predictable Query Dynamics for Time Series Anomaly Detection Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 34

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malformed identifier
no resolver link, observed 2026-07-14T22:02:51.907844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T22:02:51.907844Z digest=sha256:39bd502200a6608468c0a91c2da5f8d604b20e3303aaca284174a5bfa9683dd8

Observation 149a94e7-e3eb-42fc-ae41-f5dbaad4a21f · inbound

Multivariate Time Series Anomaly Detection via Dual-Branch Reconstruction and Autoregressive Flow-based Residual Density Estimation cites this paper.

Multivariate Time Series Anomaly Detection via Dual-Branch Reconstruction and Autoregressive Flow-based Residual Density Estimation Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 5

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verified exact
arxiv_id, observed 2026-05-14T22:08:04.158520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-14T22:07:21.465258Z digest=sha256:7d348d49b92e878d5ac5d5cc8c0fb4fd35bee70341887cdc3971a338ae9b4ddb

Observation f4500c6c-8de1-4c05-81d9-f642096271a4 · inbound

Conditional Attribution for Root Cause Analysis in Time-Series Anomaly Detection cites this paper.

Conditional Attribution for Root Cause Analysis in Time-Series Anomaly Detection Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 26

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metadata mismatch
arxiv_id, observed 2026-05-10T06:16:20.777157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T06:15:41.652850Z digest=sha256:930ee36e7e18ab1e56d94df79ab8a4f4a0e7fe4a86ceb88d6f4a2d1afb3743c7

Observation 5ae5690a-0763-401e-b161-4db8c55ccfc6 · inbound

Causally-Constrained Probabilistic Forecasting for Time-Series Anomaly Detection cites this paper.

Causally-Constrained Probabilistic Forecasting for Time-Series Anomaly Detection Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 17

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arxiv_id, observed 2026-05-10T10:14:10.451415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T05:03:21.126660Z digest=sha256:cac8794b19fad3d615c5e5a7471096464cb8df937f4818ccd6ae60e5cd1d1a3f

Observation 53328c38-6b5a-4bf7-be5e-f1cdf538a73b · inbound

Architectures for Robust Self-Organizing Energy Systems under Information and Control Constraints cites this paper.

Architectures for Robust Self-Organizing Energy Systems under Information and Control Constraints Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 26

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metadata mismatch
arxiv_id, observed 2026-05-11T18:51:08.480200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-08T13:35:35.968531Z digest=sha256:4c08698aeed8dbb69061609b90eac3e581282637c404b4fe077908f67ad37b52

Observation 63fa0cc1-49ef-4b8b-913b-2e0c82a1cf1f · inbound

Learning Unified Representations of Normalcy for Time Series Anomaly Detection cites this paper.

Learning Unified Representations of Normalcy for Time Series Anomaly Detection Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 9

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arxiv_id, observed 2026-05-12T06:06:26.655556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-12T04:35:37.496154Z digest=sha256:7d4f86143726769091b3ea5e981aa6684151f9fb1ed360e1d8dfc8f967806357

Observation 0d3a5e8e-62c9-43d0-a3c1-378737bc8584 · inbound

Federated Learning for Multivariate Time Series Anomaly Detection in Industrial Automation cites this paper.

Federated Learning for Multivariate Time Series Anomaly Detection in Industrial Automation Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 30

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metadata mismatch
arxiv_id, observed 2026-06-29T18:53:51.711965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-29T18:44:54.996171Z digest=sha256:383ea0ad70b5fc4babe516436fb8c36414d4b0f804bbcd5d55d3fc7470dcff89

Observation 53fa9301-6e18-46ca-a483-4aa9db5e9996 · inbound

Modeling Spectral Energy Shifts in Spatio-Temporal Graph Anomaly Detection cites this paper.

Modeling Spectral Energy Shifts in Spatio-Temporal Graph Anomaly Detection Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 12

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verified exact
arxiv_id, observed 2026-06-28T23:32:47.358650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-28T23:28:29.548365Z digest=sha256:aa712d32de1f745d2cce3caff412867c5662da5108dcc85509eda4c467026aea

Observation 8294d9b7-9484-4979-a0ff-cfd5ff4915e6 · inbound

Disjoint or Overlapping? Inference Windowing for Reconstruction-Based Time Series Anomaly Detection cites this paper.

Disjoint or Overlapping? Inference Windowing for Reconstruction-Based Time Series Anomaly Detection Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 28

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verified exact
arxiv_id, observed 2026-07-02T02:26:27.378241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation c75c105a-85b3-4c0e-807a-08394ee5c031 · inbound

Detecting the Undetectable: Enhancing Unsupervised time series Anomaly Detection via Active Learning cites this paper.

Detecting the Undetectable: Enhancing Unsupervised time series Anomaly Detection via Active Learning Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 27

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verified exact
arxiv_id, observed 2026-07-02T16:27:08.430603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation f030d76a-a1bc-4f60-846b-77763f464ae6 · inbound

Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis cites this paper.

Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 95

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metadata mismatch
arxiv_id, observed 2026-07-03T17:38:43.299588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-07-03T17:34:37.552706Z digest=sha256:d795c32a8da6beaab3107ba36449e26aa35743def5361518b9e924e5afa6aa9b

Observation 8c1b39fa-8db2-49b8-a5ec-6ba24c8ee5de · inbound

Fast and Accurate Anomaly Detection in Time Series cites this paper.

Fast and Accurate Anomaly Detection in Time Series Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 50

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verified exact
arxiv_id, observed 2026-07-03T17:18:43.020354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-07-03T17:14:46.789629Z digest=sha256:4162c2fc05045cfa0b54b835745058c1cdfa9299c1e3a8bf0aebaf7eeeee3ef3

Observation 6192f521-95f2-4a46-b61f-dd08fdb87c1e · inbound

Onnes: A Physics-Grounded Multi-Agent LLM Simulator for Cryogenic Fault Diagnosis in Quantum Computing Infrastructure cites this paper.

Onnes: A Physics-Grounded Multi-Agent LLM Simulator for Cryogenic Fault Diagnosis in Quantum Computing Infrastructure Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

Reference 29

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local_arxiv, observed 2026-07-08T23:55:43.120401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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