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Paper Citation Record · LEDGER

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning

As of 8 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 2 inbound Pith citation observations for arXiv:2602.13807.

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

pith.paper-citation-record.v1
2602.13807 v2

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T23:29:50.716048Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T15:29:55.312106Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T10:31:30.319607Z

Reference resolution

50 of 50 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved50
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9a05d660-02ee-4379-a4f7-e93a2f6ad0f0 · outbound

This paper cites Large language models can be zero-shot anomaly detectors for time series?.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Large language models can be zero-shot anomaly detectors for time series?

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:29:44.426784Z digest=sha256:e4f34e2e3fa0543dcaf7cb13a6e2d494829e5379915934705c5423815b7547f6

Observation c810dd16-c63d-4927-ad84-4c1087fa4ce3 · outbound

This paper cites Chronos: Learning the Language of Time Series.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Chronos: Learning the Language of Time Series

Reference 2

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:29:44.492102Z digest=sha256:ead3e95a9ff5945c9d6115301eb3bffda47e1e57259ca35775108d8eb01da16e

Observation e2b4f6a6-ea27-439f-8a79-6cea2165bea6 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 3

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source=pdf_text observed=2026-08-02T23:29:44.642929Z digest=sha256:43a98fb8e6df3677897efd6174ea4dcae75b861729b49d86917aa9a4d38a03e5

Observation 0c49f67d-3df1-47b1-aeeb-6405f79afa4d · outbound

This paper cites Qwen Technical Report.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Qwen Technical Report

Reference 4

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source=pdf_text observed=2026-08-02T23:29:44.819992Z digest=sha256:34e1fa3e8e9bc466b35b6e8b51801b5a0934128ca3fa2a4ee59c5fac4fdb5ad9

Observation 49afd4c8-b482-4a6e-acca-f7785a41ba3f · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 5

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:29:44.958188Z digest=sha256:2d532e8fcdcd3de0ff59a0d0fc3872f7b455f43ca876b172089e3aa7d86b7add

Observation 0a506c6c-27c2-43ef-b1c1-30f05defb9e6 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 6

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:29:45.086757Z digest=sha256:d9d5aee7d50a481643810bedbd9a8dc016e0e838dea229e1475420d3efb424c9

Observation 335afa1d-a3fc-4499-9897-97a7c9842709 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 7

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source=pdf_text observed=2026-08-02T23:29:45.227802Z digest=sha256:8d26ee5831cc0fb6def29a00ea1ba4507bd9aaa7bb4d56f6f01023c0ebab9c61

Observation 709027c6-f233-4b24-92a9-bce204232b93 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-02T23:29:45.337545Z digest=sha256:89cc018383b0343ecb806f90bd979c554b917fd4e97077360fe28f643262ff22

Observation e7be73e2-ddf5-4673-b123-b15190a9f280 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-02T23:29:45.445848Z digest=sha256:0061de0346dbfb30d4035db8959ad31641c57abd893fa1a967dc769fd84263b7

Observation 7e95d9e4-5257-4ec1-a3d0-f6e0cf77213d · outbound

This paper cites Agent-R1: A Unified and Modular Framework for Agentic Reinforcement Learning.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Agent-R1: A Unified and Modular Framework for Agentic Reinforcement Learning

Reference 10

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source=pdf_text observed=2026-08-02T23:29:45.552033Z digest=sha256:51d2d10104a275a29f63e7231a2c2bcf3ad6e4d97371a627151b8a7de6612ff5

Observation 8f3fc4cc-d081-4729-b787-5ba87423d457 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-02T23:29:45.701213Z digest=sha256:c5575f67566e60a637e830a6579643c9ec4dadf14854f0ab6ddd8658a4c08f1f

Observation 00875ec0-9873-4234-be91-804940c31bb3 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-02T23:29:45.839901Z digest=sha256:7693c0d73646df2d85ae6e036f8f851660a9568698f1349817ee86f10cce3fc5

Observation 553a2c13-9ba0-49dc-ad7f-71629e23096f · outbound

This paper cites Can LLMs Serve As Time Series Anomaly Detectors?.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Can LLMs Serve As Time Series Anomaly Detectors?

Reference 13

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source=pdf_text observed=2026-08-02T23:29:45.967507Z digest=sha256:84627d93b99c42e460f95f1656ae2d156a6591c5586d0449a8bd0a68bf6e213b

Observation aa216504-15f8-4f97-8f06-1bbc0e1a94a1 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 14

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source=pdf_text observed=2026-08-02T23:29:46.092621Z digest=sha256:18b5e078af049dce44536d66b96579ca2dea652b499af986ff9d01b942388202

Observation 7ba71510-0c13-4f4e-bd25-766172d0725a · outbound

This paper cites Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models

Reference 15

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source=pdf_text observed=2026-08-02T23:29:46.234809Z digest=sha256:14ba437f6a49d558ba03a75b0ea26820b32d5c0ed69a9f3badc4d99ee5d9c095

Observation 5c11fcd4-247b-4243-a571-6678f257a2a5 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 16

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source=pdf_text observed=2026-08-02T23:29:46.421531Z digest=sha256:55cefec1bf42f92b8d22d0d9e70227d5186914dd00087de3697c3d092a5da605

Observation 556cca7d-02d3-4cf8-a401-31f37cf3eb89 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 17

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source=pdf_text observed=2026-08-02T23:29:46.605967Z digest=sha256:cf72ba7cb1360443a479aa42208463d964e409ec345f13c1858cd7a323f600f3

Observation a96816db-902b-439b-bd9c-0d299152293c · outbound

This paper cites 2018.Forecasting: principles and practice.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning 2018.Forecasting: principles and practice

Reference 18

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source=pdf_text observed=2026-08-02T23:29:46.707209Z digest=sha256:66457a4a7d67aa82697ae99160732b07f60397222d11515e3ef74877f78933f5

Observation 86d6054f-589c-49a0-89aa-75a04a7ba1e9 · outbound

This paper cites TableMind: An Autonomous Programmatic Agent for Tool-Augmented Table Reasoning.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning TableMind: An Autonomous Programmatic Agent for Tool-Augmented Table Reasoning

Reference 19

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source=pdf_text observed=2026-08-02T23:29:46.888542Z digest=sha256:0adaed7009e944292427d17ca00ac34fbc80a858303730b4f198d9334a56b986

Observation cfad1879-efbb-4145-9ebf-c90bd8a7c137 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 20

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source=pdf_text observed=2026-08-02T23:29:47.054248Z digest=sha256:3d6ea75d3ae5dc1bb80ba26c6873fd0cbe956f1f86d055cbf361de17a59550bb

Observation e25d37a4-5ccb-4fe4-b794-6a570e9c623d · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 21

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source=pdf_text observed=2026-08-02T23:29:47.205362Z digest=sha256:11527f0af28398f08376d8263d6f8041f6e10d37c06bde6d2739bd0b15d7a371

Observation bca7c22a-2603-4e16-a110-0d0c20ed748e · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 22

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source=pdf_text observed=2026-08-02T23:29:47.308978Z digest=sha256:d4f141c470e3bd9712422a74569bbb3d63cad34a338953bd413eda99ea7a9470

Observation dfe4a2ba-8985-494b-9dff-45178e5453c6 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 23

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source=pdf_text observed=2026-08-02T23:29:47.429629Z digest=sha256:380077d2b5277d13be9dbbc33d4e18c1d712daef01e3857fa1648498424d4a75

Observation 8aafece1-f4e5-45f4-b260-61db8a11cdf9 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 24

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source=pdf_text observed=2026-08-02T23:29:47.653160Z digest=sha256:26eb4ca0b2ca21ad2ede6c2dc40c306880f5d9d168b48f07ffec33de65383b07

Observation 2cc0b35c-4926-440f-ba2b-9d6fd102ad52 · outbound

This paper cites In-the-Flow Agentic System Optimization for Effective Planning and Tool Use.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning In-the-Flow Agentic System Optimization for Effective Planning and Tool Use

Reference 25

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source=pdf_text observed=2026-08-02T23:29:47.756190Z digest=sha256:3b3aa1827db518b1c92b344eb25cd747d70cee891d4f8c2cba155d3bcc1600fd

Observation c1890efd-63fa-40e8-8a84-d9d20d6e3c9a · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 26

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source=pdf_text observed=2026-08-02T23:29:47.896376Z digest=sha256:f40b405bc2c34fe7fa754acdd4e7faa1dc47238b4fdab74d5cda3046b722d47d

Observation 786cda5d-03ab-45b9-bb0e-4c7fc51906d7 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 27

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source=pdf_text observed=2026-08-02T23:29:48.040717Z digest=sha256:869f2a0a0cd9176858f072c55cd70a120cf1b50add831e8f92b10f1f8ebe789d

Observation 44e23e47-cc78-41b9-98f4-8d8dbb23ef02 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 28

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source=pdf_text observed=2026-08-02T23:29:48.155257Z digest=sha256:411bdcaf1d6547d6a1d5f6e7e1ea3225bda3454a69da9925d17c2accf58f2056

Observation 51d1c902-094b-469e-9063-03fdb285c67f · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 29

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source=pdf_text observed=2026-08-02T23:29:48.258665Z digest=sha256:3fcded1f04a4a8097c86aa3a72ddadc4a3df1e653792584f5ae56d1681ebd4f9

Observation f62d55f6-6046-4222-b901-098f13af133a · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 30

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source=pdf_text observed=2026-08-02T23:29:48.369722Z digest=sha256:915863c7c14373da209bef082ee5de150a690d53afd66c3387be52e2b4529f3f

Observation 745f88d0-1918-44c6-8980-3242ceea59cb · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 31

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source=pdf_text observed=2026-08-02T23:29:48.590134Z digest=sha256:2d128ea56c2781e566014660a02e942c801451df6fc3adb9bbe1ec0dd30e4c43

Observation e10e7620-d641-456d-89d7-0192738889c4 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 32

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source=pdf_text observed=2026-08-02T23:29:48.706533Z digest=sha256:9ef8a5bd8d0ead8b5244c23e811728b668110983c8fe0f4f0f998380c0f7f0ef

Observation 75d32e55-9a4d-4332-95b3-ee4d238f2c28 · outbound

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AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 33

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source=pdf_text observed=2026-08-02T23:29:48.802062Z digest=sha256:ca134512e3246de218cf46cc2874cea5bfb86bb1a9c547209bdba2b8b6d21e5b

Observation cccffe79-ad66-4cf2-9855-3b42aca32f5f · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 34

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source=pdf_text observed=2026-08-02T23:29:48.930784Z digest=sha256:f9354f690f010069d631519cece0588e5982d7506d5ce66c0281999267dfd1a5

Observation da33b932-a5d5-482e-ade7-f2d93e69f9c7 · outbound

This paper cites 2003.Robust regression and outlier detection.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning 2003.Robust regression and outlier detection

Reference 35

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source=pdf_text observed=2026-08-02T23:29:49.032024Z digest=sha256:cad29294e2166f3ef0610f3b18721db7408cec780f0d1ee03892148c2b05ee48

Observation b8e41020-282c-484d-82bc-dcdf77f62014 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 36

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source=pdf_text observed=2026-08-02T23:29:49.169090Z digest=sha256:e51f3f4b05c6f48bcfc4135ebcac367cbd789f5791901ba53fb2a7824c30c708

Observation dd0d3aaa-9b0d-4af7-b493-7821ceeef459 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 37

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source=pdf_text observed=2026-08-02T23:29:49.302722Z digest=sha256:9bb78f64fc304895c080404c1217593b9d2a86db75e02fa9f3037c0bf916c1dc

Observation 1a145402-7745-4b7c-8505-97c35dbf3db6 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 38

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source=pdf_text observed=2026-08-02T23:29:49.408716Z digest=sha256:07754edc267015d06f0664a8463bc6b77000dfb617a3e6999d309e87256fb309

Observation c3da595e-44b8-4f34-8d9a-8dc3c04dedec · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 39

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source=pdf_text observed=2026-08-02T23:29:49.587355Z digest=sha256:58bd8d8ec649da45e8397f6693b60c41b61a6ac35376dc7ecc2264f526f5d3ff

Observation 971bd6b5-016b-4d67-a599-24f5d61b38e0 · outbound

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

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data

Reference 40

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Observation d714813f-d438-4b2e-95c8-72754d827ddc · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 41

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Observation c07008f0-19cd-4808-81af-73c754cffcc7 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 42

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Observation c85002fc-04eb-42e7-b736-0507f6e82e47 · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-02T23:29:50.064402Z digest=sha256:8aea44b94b6f21001b32650d076ae69907f31541aec85b30e57ce883ba078ee1

Observation 5fa92749-b486-4aeb-93e4-48eb56a40a0c · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-02T23:29:50.169712Z digest=sha256:cc1de3e1d9846f0d37eaf0af9a67e4dfaecd56b2423930cd3f48f00fcf326318

Observation 42424a90-03a0-40db-b63a-4269e13aeecf · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 45

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no resolver link, observed 2026-08-02T23:29:50.330714Z

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source=pdf_text observed=2026-08-02T23:29:50.330714Z digest=sha256:396780fdf11f31410ab3356fafa6dcf4d9c33b1c253fdb53c8f916a8eedbf7fe

Observation 40f281c6-3a4b-4af8-9d6d-5999518ec496 · outbound

This paper cites AlphaCast: A Human Wisdom-LLM Intelligence Co-Reasoning Framework for Interactive Time Series Forecasting.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning AlphaCast: A Human Wisdom-LLM Intelligence Co-Reasoning Framework for Interactive Time Series Forecasting

Reference 46

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source=pdf_text observed=2026-08-02T23:29:50.439702Z digest=sha256:1c823d302ac9803b72873cc83dc3d45a2b663810457ff229a84ea1cbc0cbf7f3

Observation 49d002c5-8417-47f8-878a-74b58fa35b6f · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-02T23:29:50.602788Z digest=sha256:d94aec6d65fded1c91ccb1a97ab0947a4ce2adbf0babc39e050e70453c48c11a

Observation 6ef1b080-f19c-4123-9c37-d1c0003dd288 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 48

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source=pdf_text observed=2026-08-02T23:29:50.716048Z digest=sha256:d0fe8ee602a0ecf8c2c777e5a08f1370cd2bff622c9ac4f96fb12bc663e06d5f

Observation 8636e477-a52a-447a-a749-d54a2b81c7ad · outbound

This paper cites an unresolved cited work.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning Unresolved cited work

Reference 2018

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source=pdf_text observed=2026-08-02T23:29:48.482090Z digest=sha256:f00a5a444bb464a7aba600750d74c4564cc8c5b6956b969013938f371c8d1e6a

Observation 95dfc917-fa5d-4574-959f-9cd4eed5b237 · outbound

This paper cites InProceedings of the aaai conference on artificial intelligence, Vol.

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning InProceedings of the aaai conference on artificial intelligence, Vol

Reference 2021

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source=pdf_text observed=2026-08-02T23:29:47.551190Z digest=sha256:64ca5d68fd0f835ddf8e9f799a58b68e33f707eb951f20eb7bc8082eb10cc2d9

Pith citing papers

Observation e322c3d6-745d-4e22-9aaa-808e481b4d16 · inbound

CastFlow: Learning Role-Specialized Agentic Workflows for Time Series Forecasting cites this paper.

CastFlow: Learning Role-Specialized Agentic Workflows for Time Series Forecasting AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning

Reference 34

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arxiv_id, observed 2026-06-10T02:11:49.795623Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e30c048f-e6b6-45af-9177-f5481ba85b22 · inbound

Failures Reveal What Metrics Miss: An Evidence-Driven Agent for Recursive Refinement of ECG Classifiers cites this paper.

Failures Reveal What Metrics Miss: An Evidence-Driven Agent for Recursive Refinement of ECG Classifiers AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning

Reference 39

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source=pdf_text observed=2026-07-31T15:29:55.312106Z digest=sha256:fe75c599aff6c5d73d6296367bf9c1a02cbc7a0d18443b536c75c497cef66e7e