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Paper Citation Record · LEDGER

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants

As of 20 August 2026, this Paper Citation Record lists 100 of 164 outbound references and 1 inbound Pith citation observation for arXiv:2507.15393.

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

pith.paper-citation-record.v1
2507.15393 v1

Coverage vector

measured 100 of 164 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:38:30.410101Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

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

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T01:48:46.380615Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T01:52:05.365468Z

Reference resolution

100 of 164 outbound references displayed

  • verified exact8
  • verified fuzzy4
  • unresolved88
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2df6c974-4b89-44be-bb7a-61771cc04b82 · outbound

This paper cites Ransomware, extortion and the cyber crime ecosystem,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Ransomware, extortion and the cyber crime ecosystem,

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:19.447019Z digest=sha256:c12b4262b6b6e0eaba2de5f2cfd121080b2dfa239062b6a7ce0e6cc061197fd4

Observation 67292eda-f240-4139-945a-8cf90700337d · outbound

This paper cites Phishing activity trends report.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Phishing activity trends report

Reference 2

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source=pdf_text observed=2026-08-06T15:38:19.524717Z digest=sha256:12055d0808506949c4b6ce81d46a326d9fd52182c391b63e6f266679858b86d4

Observation 5d9b8c3d-a30f-468b-a37a-a25b875cb80e · outbound

This paper cites 2023 data breach investigations report dbir.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants 2023 data breach investigations report dbir

Reference 3

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:19.644429Z digest=sha256:4c6459c62350855b7bd06928e6f8a13fca283d32b6950463b9b09fa2eb697a0e

Observation 4861ada2-3551-4931-9a6e-1af613012e91 · outbound

This paper cites Proofpoint’s 2023 state of the phish report.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Proofpoint’s 2023 state of the phish report

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:19.757328Z digest=sha256:8d4c0927dd9f88553b105093966caa0d65b0a115efd2ddacaecbecc63c5b4526

Observation 5e3514f0-053f-4b1b-a7ce-57b026c61602 · outbound

This paper cites Top phishing statistics for 2024: Latest figures and trends.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Top phishing statistics for 2024: Latest figures and trends

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:19.919041Z digest=sha256:08eda6998902a0a02887522fffa39b619582f5f2d5825069cb80739961d92894

Observation 11f592c4-1302-4752-a7c9-6df9e701a9ec · outbound

This paper cites an unresolved cited work.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Unresolved cited work

Reference 6

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:20.001810Z digest=sha256:726d3c70432f0aca2f8057fe14e3156e8d012b1a3cd71e949ff162492e12c125

Observation ab182e93-1561-469e-baa2-6b685674916e · outbound

This paper cites an unresolved cited work.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Unresolved cited work

Reference 7

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source=pdf_text observed=2026-08-06T15:38:20.051538Z digest=sha256:aabd96ad2e0fa40e709e683c32732264ac7143c6067f3970cf19581b8543c3a4

Observation 71e6b25d-1a12-4289-b016-92675c50c4e5 · outbound

This paper cites an unresolved cited work.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Unresolved cited work

Reference 8

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:20.085512Z digest=sha256:915a1d81118bbacabffc9ec1fdba9d8fd4837d1c49590fe4e0908e7b3b6e527d

Observation 17dedf92-25fb-44bb-9433-3aded1f126a9 · outbound

This paper cites Kucherawy, E.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Kucherawy, E

Reference 9

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source=pdf_text observed=2026-08-06T15:38:20.190534Z digest=sha256:6f26c23a31cced7531bce55f96b3902d3ef14991c84d3509622a7c5d51cee6ff

Observation 8763ddad-114d-4b6a-b946-fa7b016c0e08 · outbound

This paper cites an unresolved cited work.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Unresolved cited work

Reference 10

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:20.265348Z digest=sha256:7317d47654bbc665f5b363867f0d0bcb8fcef364e4f1d8cd4994e1fb4dc3f115

Observation e81ed4c6-4d44-4c6e-b5f3-0b41ddce907b · outbound

This paper cites [Online].

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants [Online]

Reference 11

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source=pdf_text observed=2026-08-06T15:38:20.353734Z digest=sha256:587ef2cb69593d74d353c0133f2b3335ead22062c12f9d3b81b3b166bb69fef9

Observation 24f0e5b5-5ace-46dc-9f84-5237ada81460 · outbound

This paper cites (2024) Trend micro cybersecurity solutions.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants (2024) Trend micro cybersecurity solutions

Reference 12

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source=pdf_text observed=2026-08-06T15:38:20.455618Z digest=sha256:57da8512a68f73e9e1541b4132e9f3f907658ad2a6d0e0dd4e8c9ebabf212756

Observation 19a4773b-6c1a-4ec9-a7dc-fd08dbfc718f · outbound

This paper cites Detecting and characterizing lateral phishing at scale,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Detecting and characterizing lateral phishing at scale,

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:20.602893Z digest=sha256:3be156fc3c773becc5a5afa9b6c16f243d54012fa99f8838437ba1b6e0d16cc7

Observation 201fbb05-e7f2-47da-92de-257c07db63d2 · outbound

This paper cites High precision detection of business email compromise,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants High precision detection of business email compromise,

Reference 14

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no resolver link, observed 2026-08-06T15:38:20.676386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:20.676386Z digest=sha256:392e6f882c8be96b1ea2ef78da6f6ff837d263fc1d964e9fc1cf93d155a36cf7

Observation fc826e0f-0c21-4007-b17b-9c49a61808a9 · outbound

This paper cites Detecting credential spearphishing in enterprise settings,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Detecting credential spearphishing in enterprise settings,

Reference 15

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no resolver link, observed 2026-08-06T15:38:20.839788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:20.839788Z digest=sha256:fc46cdcd28ed299d535779fd91b90b35281e1f4b712002df3821624b1c00e662

Observation a1d2e928-67c0-4481-b335-afb7887c9403 · outbound

This paper cites Catching classical and hijack-based phishing attacks,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Catching classical and hijack-based phishing attacks,

Reference 16

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no resolver link, observed 2026-08-06T15:38:21.040700Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:21.040700Z digest=sha256:2f1f2b8596b9cceb9a06fee113f816621e99e44193351d79c1ad261c90e9f0e4

Observation 7dc04c12-1f53-4a2c-850b-ab7065643aa1 · outbound

This paper cites That Ain't You: Detecting Spearphishing Emails Before They Are Sent.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants That Ain't You: Detecting Spearphishing Emails Before They Are Sent

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:38:39.153976Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:21.073786Z digest=sha256:bf3609f4de7e0b21608632bbcf9cb551bd249828356b155ef206da3f59db12ff

Observation 630a3b19-67f4-4144-a858-e39cf765f98b · outbound

This paper cites Emailprofiler: Spearphishing filtering with header and stylometric features of emails,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Emailprofiler: Spearphishing filtering with header and stylometric features of emails,

Reference 18

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no resolver link, observed 2026-08-06T15:38:21.188721Z

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source=pdf_text observed=2026-08-06T15:38:21.188721Z digest=sha256:aa349d20c048a1b79cf524f7bae5bedd9a8fb7cae3faa65230cd941e5fa3aeb3

Observation 3b6e809b-0cd5-4076-82dc-8ffa188158b5 · outbound

This paper cites Reading between the lines: content-agnostic detection of spear-phishing emails,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Reading between the lines: content-agnostic detection of spear-phishing emails,

Reference 19

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source=pdf_text observed=2026-08-06T15:38:21.285014Z digest=sha256:505babdc1ec346dab29b1f02540b52c16324382f10a25a5251bd9926c10ebbcb

Observation a31bd61b-78b4-4318-84fb-1c2bc439563e · outbound

This paper cites Mitigation of spear phishing attacks: A content-based authorship identification framework,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Mitigation of spear phishing attacks: A content-based authorship identification framework,

Reference 20

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source=pdf_text observed=2026-08-06T15:38:21.417403Z digest=sha256:f7dbb363ae027cd2ff374cf766efd4223b888472b2af48335dd38e9f8715f59c

Observation c841cf1f-6d75-4b3b-940a-3f17eff04fd5 · outbound

This paper cites Detecting phishing emails using hybrid features,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Detecting phishing emails using hybrid features,

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:21.470981Z digest=sha256:733747e98741de0fe0c9382597a990772ec8ee7c66d00273c97e80941f953509

Observation 19ebcc4e-20a4-4536-8693-7b987cff4c26 · outbound

This paper cites Hybrid feature selection for phish- ing email detection,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Hybrid feature selection for phish- ing email detection,

Reference 22

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T15:38:21.515936Z digest=sha256:84a102c50799a5c96640f72447b26960a0fa6e5fff2d95f5cc2208068da4977e

Observation 561ac2f3-b069-44a5-9509-f2a2edf8023a · outbound

This paper cites Enhancing phishing e-mail classifiers: A lexical url analysis approach,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Enhancing phishing e-mail classifiers: A lexical url analysis approach,

Reference 23

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source=pdf_text observed=2026-08-06T15:38:21.621964Z digest=sha256:63475a0a6ea053d36d683e941f1f98a49dfc6c21b54e2f11a9cd962082f3de2c

Observation 8907b0c2-2fcb-4cd1-9f43-c799f3ef2f88 · outbound

This paper cites Comparison of machine learning techniques for spam detection,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Comparison of machine learning techniques for spam detection,

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:21.769083Z digest=sha256:89130f7dd5cd60d546faa5562c65d141a941190624a5bb479ecf5e644d5ff34f

Observation 5f19c778-9ef5-4a51-83b3-29af114d27c5 · outbound

This paper cites D-fence: A flexible, efficient, and comprehensive phishing email detection system,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants D-fence: A flexible, efficient, and comprehensive phishing email detection system,

Reference 25

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no resolver link, observed 2026-08-06T15:38:21.914757Z

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source=pdf_text observed=2026-08-06T15:38:21.914757Z digest=sha256:2e4a726e4ca4b0d6b6e2f4f3503f6a4f8b7da7ea75c8f4286f723a48966929a5

Observation 3ff3be2f-39f9-42b8-9edf-c234c853108c · outbound

This paper cites Helphed: Hybrid ensemble learn- ing phishing email detection,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Helphed: Hybrid ensemble learn- ing phishing email detection,

Reference 26

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source=pdf_text observed=2026-08-06T15:38:22.052039Z digest=sha256:ea416b00c628b4483fd1f41fe4287ba663217c3359046e1eeef618687e20cc1b

Observation 3cbb8dad-42d1-441d-9e7d-343e3bdbde70 · outbound

This paper cites A machine learning approach towards phishing email detection,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants A machine learning approach towards phishing email detection,

Reference 27

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no resolver link, observed 2026-08-06T15:38:22.126603Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:22.126603Z digest=sha256:22b216dc9f952013648e206ba9c5b7c2115028e247bb57d5030d1e856469391b

Observation 34f54371-288a-4372-9ad3-65cf7145478d · outbound

This paper cites A multi-classifier based prediction model for phishing emails detection using topic modelling, named entity recognition and image processing,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants A multi-classifier based prediction model for phishing emails detection using topic modelling, named entity recognition and image processing,

Reference 28

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source=pdf_text observed=2026-08-06T15:38:22.207634Z digest=sha256:eab434a7d7a642b0bc75010a8d1d4b7c8dfe756847892094de4085ef9e52210c

Observation df208250-2ef6-4788-a1c0-8e5ddb4c4e3f · outbound

This paper cites CATBERT: Context-Aware Tiny BERT for Detecting Social Engineering Emails.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants CATBERT: Context-Aware Tiny BERT for Detecting Social Engineering Emails

Reference 29

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verified exact
local_arxiv, observed 2026-08-06T15:38:38.957630Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:22.301154Z digest=sha256:a9fb8e74284eaffc53db06ed1811946f6ae4d00fcbaf02de9d3bc8b976832ff5

Observation 84f980ad-e0cf-4efa-8fab-f1905df8c15d · outbound

This paper cites A Modular and Adaptive System for Business Email Compromise Detection.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants A Modular and Adaptive System for Business Email Compromise Detection

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:38:38.789049Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:22.390779Z digest=sha256:abe5210b029c0c06b3d2fd67ed647ed21b74305b28ac08e932280e163c3eac0d

Observation e48fcd83-7f7e-4564-bca5-745f8de513b0 · outbound

This paper cites Catching the phish: Detecting phishing attacks using recurrent neural networks (rnns),.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Catching the phish: Detecting phishing attacks using recurrent neural networks (rnns),

Reference 31

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source=pdf_text observed=2026-08-06T15:38:22.480118Z digest=sha256:75c6a98f9400e68416116bd0336b788f7ff203b691b63c4bf1664c7aad3faf78

Observation fc344906-a770-42de-8b3a-794d2ca084e0 · outbound

This paper cites ChatSpamDetector: Leveraging Large Language Models for Effective Phishing Email Detection.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants ChatSpamDetector: Leveraging Large Language Models for Effective Phishing Email Detection

Reference 32

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source=pdf_text observed=2026-08-06T15:38:22.584922Z digest=sha256:1ac9f9b0e1081066dede4924c411fc3b82bb24e8885fcb0abe89630924984b67

Observation 6d5d16ec-c16b-40be-8006-42176afa6c36 · outbound

This paper cites (2024) Coremail professional mail system.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants (2024) Coremail professional mail system

Reference 33

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source=pdf_text observed=2026-08-06T15:38:22.673814Z digest=sha256:22c6d61a8ce90fe6122297b6e812fcb5b9c2049c00400299e58588acd4be6c49

Observation e1f7e48f-0199-4612-bbc2-ea87f9b478d2 · outbound

This paper cites Anonymous website for pimref: Homepage,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Anonymous website for pimref: Homepage,

Reference 34

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source=pdf_text observed=2026-08-06T15:38:22.728522Z digest=sha256:f919161814ed70511b810e8fcc29da0ccb5ae40d6efc8f497152a9fd41cf700c

Observation f29586b7-d8be-4a7e-a37b-f2d6407392c0 · outbound

This paper cites Detecting and characterizing sms spearphishing attacks,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Detecting and characterizing sms spearphishing attacks,

Reference 35

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source=pdf_text observed=2026-08-06T15:38:22.851353Z digest=sha256:7bc3665cd32673228225e342658e9e4707ab79af973dfea0ac2e0677005f4175

Observation 17dda46e-cd30-4ffd-9acd-1218e6489851 · outbound

This paper cites Characterizing the security of the sms ecosystem with public gateways,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Characterizing the security of the sms ecosystem with public gateways,

Reference 36

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T15:38:22.938659Z digest=sha256:169a86fbd7f2e6afed9cf9529587e780b5a0cff2b851ee54cf552b3baef540f4

Observation f742e402-ed3b-4de7-a741-7917b663376d · outbound

This paper cites An Empirical Analysis of SMS Scam Detection Systems.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants An Empirical Analysis of SMS Scam Detection Systems

Reference 37

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source=pdf_text observed=2026-08-06T15:38:23.087040Z digest=sha256:896bf9b81af187fbef067fbcdf5541950f893540d6aa4e592f47cbcb82274ce8

Observation d93b571b-095f-49e3-8b85-6f9d02f35ce1 · outbound

This paper cites On sms phishing tactics and infrastructure,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants On sms phishing tactics and infrastructure,

Reference 38

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source=pdf_text observed=2026-08-06T15:38:23.201602Z digest=sha256:0cc2d20a0d012952f7f66974f39e2d0cd8b512f3a792df038edebe5306a9ea9b

Observation 950c51b9-b5a4-4ba4-af54-82901d1ab75b · outbound

This paper cites Phishing attacks on modern android,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Phishing attacks on modern android,

Reference 39

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source=pdf_text observed=2026-08-06T15:38:23.320992Z digest=sha256:a0d684d8615a2113ae1a2eece915b5d81dd38f4f18ad2b1eff32e56f3ac70bd2

Observation ded3eaaa-c773-45a2-b2be-7cc1e912edee · outbound

This paper cites See no evil: phishing for permissions with false transparency,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants See no evil: phishing for permissions with false transparency,

Reference 40

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source=pdf_text observed=2026-08-06T15:38:23.466431Z digest=sha256:4b3a5503334fcdac786771c87aa60f68dfed04011eb0693ebc363d2a13fed28f

Observation ec46f653-76b0-462b-b9d3-15a76549ed86 · outbound

This paper cites Sok: Everyone hates robocalls: A survey of techniques against telephone spam,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Sok: Everyone hates robocalls: A survey of techniques against telephone spam,

Reference 41

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source=pdf_text observed=2026-08-06T15:38:23.629454Z digest=sha256:50fc9328d94f7cae276d0a309e9b50a8996e03403d990fb435d893823bcac675

Observation 3c04ba97-abf7-4988-b62a-f372e2b45af5 · outbound

This paper cites Phoneypot: Data-driven understanding of telephony threats.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Phoneypot: Data-driven understanding of telephony threats

Reference 42

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source=pdf_text observed=2026-08-06T15:38:23.743225Z digest=sha256:2faa6e4dff3d5592928ac94e39d5ca8a7f4575757d42d035204677c46a8db660

Observation 7e05880b-457b-4a1b-a1e2-3e5afe08b503 · outbound

This paper cites Applying deep learning to combat mass robocalls,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Applying deep learning to combat mass robocalls,

Reference 43

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source=pdf_text observed=2026-08-06T15:38:23.885423Z digest=sha256:354263a561089f86fbc4d9a9c91f819f66fd261d35054eaa37f043efea2f040b

Observation 51822fa0-2a7c-4b2f-b230-9ca2be0b5903 · outbound

This paper cites Characterizing Robocalls with Multiple Vantage Points.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Characterizing Robocalls with Multiple Vantage Points

Reference 44

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verified exact
local_arxiv, observed 2026-08-06T15:38:38.630701Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:23.962842Z digest=sha256:09ef4bb6de7c3e6d5197853488d9d722e86c4f2fe290821ac007c52c5539d8b2

Observation b28dd2e2-d1db-4ae5-aa32-f568f65b904f · outbound

This paper cites J ¨ager: Automated telephone call traceback,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants J ¨ager: Automated telephone call traceback,

Reference 45

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T15:38:24.101697Z digest=sha256:f32c3fa97055ace0ed4713e0a23632f4fecb0ca40c22b34ff11807c5124152bb

Observation 47f415d4-909b-4c82-84ff-0b08a7a7720c · outbound

This paper cites Needle in a haystack: Tracking down elite phishing domains in the wild,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Needle in a haystack: Tracking down elite phishing domains in the wild,

Reference 46

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source=pdf_text observed=2026-08-06T15:38:24.232814Z digest=sha256:d97fe3300e3bf8b35cfd8aaabc41f7a7e8a772d06f1259a4546dace170feaa4d

Observation 7084f20a-b809-4536-a894-d8e94edaf5d7 · outbound

This paper cites Visualphishnet: Zero-day phishing website detection by visual similarity,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Visualphishnet: Zero-day phishing website detection by visual similarity,

Reference 47

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source=pdf_text observed=2026-08-06T15:38:24.315956Z digest=sha256:6f748e5b8233723ddee80f72157e7a6236eb0e639d1688a5225e7b167c1cf06b

Observation 3b095e61-1348-41ad-a9c5-3b3cc5ebf550 · outbound

This paper cites Phishpedia: A hybrid deep learning based approach to visually identify phishing webpages,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Phishpedia: A hybrid deep learning based approach to visually identify phishing webpages,

Reference 48

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source=pdf_text observed=2026-08-06T15:38:24.469309Z digest=sha256:2e3ea69c22df09d1fafab1c968c506c5fadb774014739b3e73879db751c2d0b3

Observation 564b4d5a-9d91-4148-8223-6772fdc4cf20 · outbound

This paper cites Inferring phishing intention via webpage appearance and dynamics: A deep vision based approach,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Inferring phishing intention via webpage appearance and dynamics: A deep vision based approach,

Reference 49

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source=pdf_text observed=2026-08-06T15:38:24.639219Z digest=sha256:c721af289a3adec754044ebdc496260b85ea1aca57efb30959af5e5c050ed0fa

Observation b506a6a0-2df2-43fb-bbf3-a0966da82812 · outbound

This paper cites Knowledge expan- sion and counterfactual interaction for {Reference-Based} phishing detection,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Knowledge expan- sion and counterfactual interaction for {Reference-Based} phishing detection,

Reference 50

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T15:38:24.825060Z digest=sha256:aed086a0495c364da803a61d731a416c1d55a4bdf744d789fdb793eb08e2918e

Observation 20433cf9-c6d4-42e8-901f-e727003f327d · outbound

This paper cites Less defined knowledge and more true alarms: Reference-based phishing detection without a pre-defined reference list,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Less defined knowledge and more true alarms: Reference-based phishing detection without a pre-defined reference list,

Reference 51

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source=pdf_text observed=2026-08-06T15:38:24.950602Z digest=sha256:8a840920fe700dc61b40e64fdcaf8f579739ee22a9090ede7574553857cfb190

Observation 04e1aeee-d0d1-45bc-9681-4e9a3e8bb439 · outbound

This paper cites Phishinpatterns: measuring elicited user interactions at scale on phishing websites,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Phishinpatterns: measuring elicited user interactions at scale on phishing websites,

Reference 52

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source=pdf_text observed=2026-08-06T15:38:25.027963Z digest=sha256:769474e45cff950a08fd3ba1b8729c22857fef101a90ad71a85d6ba347d45b46

Observation 2e8f3a91-3416-452c-b21d-f46fda0dd8cf · outbound

This paper cites {PhishTime}: Continuous longitudinal measurement of the effectiveness of anti-phishing blacklists,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants {PhishTime}: Continuous longitudinal measurement of the effectiveness of anti-phishing blacklists,

Reference 53

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T15:38:25.134771Z digest=sha256:f6fb488e7d74c51c0c97e0b29b92524eeb28a7e5d3e73e4d7af23e96c9f1c033

Observation 25d7f0ea-5bf7-4103-82bf-eb512e55d496 · outbound

This paper cites {PhishPrint}: evading phishing detection crawlers by prior profiling,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants {PhishPrint}: evading phishing detection crawlers by prior profiling,

Reference 54

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source=pdf_text observed=2026-08-06T15:38:25.222492Z digest=sha256:6306e2c6c271f0164219c7adfc15f4113870de57a7af8555ee4d828ee93f61f2

Observation fe44618e-824a-4041-95e4-19a89777d6b0 · outbound

This paper cites Phishfarm: A scalable framework for measuring the effectiveness of evasion techniques against browser phishing blacklists,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Phishfarm: A scalable framework for measuring the effectiveness of evasion techniques against browser phishing blacklists,

Reference 55

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T15:38:25.334685Z digest=sha256:b1e8204fb54289f5d2df71fd3f851b2951341099b17bd0bedc3e4209d94c9aaf

Observation 701f21ba-10f0-474f-be94-98a2cf93ef47 · outbound

This paper cites I’m spartacus, no, i’m spartacus: Proactively protecting users from phishing by intentionally triggering cloaking behavior,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants I’m spartacus, no, i’m spartacus: Proactively protecting users from phishing by intentionally triggering cloaking behavior,

Reference 56

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:25.448488Z digest=sha256:c634a4145034933e1efe6936c4dae68a8aea05fda60a2327da4595c0c65b2715

Observation 862ea881-030d-426e-80b6-7e404f2c0646 · outbound

This paper cites Crawlphish: Large-scale analysis of client-side cloaking techniques in phishing,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Crawlphish: Large-scale analysis of client-side cloaking techniques in phishing,

Reference 57

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:25.589143Z digest=sha256:1fd151ed020be4d0bfbf2e5b91798613152cb733d9bcd6dcdcf16aa0860e6c7b

Observation d0476ee1-9a78-404b-b032-714b59211838 · outbound

This paper cites Cloak of visibility: Detecting when machines browse a different web,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Cloak of visibility: Detecting when machines browse a different web,

Reference 58

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T15:38:25.677498Z digest=sha256:a01d510fd315e488e42d9987cd6beb82cade8c42da3ec8075b94e0501a757579

Observation fe2b2640-b6d6-4ac8-b4ce-2cbce1ca1934 · outbound

This paper cites Phish in sheep’s clothing: Exploring the authentication pitfalls of browser fingerprinting,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Phish in sheep’s clothing: Exploring the authentication pitfalls of browser fingerprinting,

Reference 59

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source=pdf_text observed=2026-08-06T15:38:25.765361Z digest=sha256:02458d4126ed9c402efc656e88cc43848ab616c0839342c768f0e1058ce0d7e1

Observation a9a06c47-8ef1-4374-b786-38d1854bafd9 · outbound

This paper cites Rods with laser beams: understanding browser finger- printing on phishing pages,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Rods with laser beams: understanding browser finger- printing on phishing pages,

Reference 60

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source=pdf_text observed=2026-08-06T15:38:25.880710Z digest=sha256:18a68a8dc6964e8bfd9b72e971f06f798e8c180c4fb1c038f1608864007f4311

Observation 5eb0c6ae-7073-49ac-a011-ab9e8b6b59f7 · outbound

This paper cites Phisheye: Live monitoring of sandboxed phishing kits,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Phisheye: Live monitoring of sandboxed phishing kits,

Reference 61

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source=pdf_text observed=2026-08-06T15:38:26.029145Z digest=sha256:b195e5fb32db7f4b30ba19b2f5d06e33f07e2133ec3bf27b981cda0928d3e145

Observation 3b1fcf16-6746-4340-8fe5-6fdc11ccbc76 · outbound

This paper cites There is no free phish: An analysis of.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants There is no free phish: An analysis of

Reference 62

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source=pdf_text observed=2026-08-06T15:38:26.134095Z digest=sha256:1ce6e2b27fb629ee29aaf67ab9eb856354a2043b70df2075a99145d3657c6358

Observation 91498f91-3f9e-4689-85fd-98a4a804dae0 · outbound

This paper cites Catching phishers by their bait: Investigating the dutch phishing landscape through phishing kit detection,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Catching phishers by their bait: Investigating the dutch phishing landscape through phishing kit detection,

Reference 63

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source=pdf_text observed=2026-08-06T15:38:26.238311Z digest=sha256:61a4d18a994be2119eeffce0ea03f93b6c956d75d44a101fcc639cf6b68162e0

Observation da9b8cd6-df7a-4000-8b07-14a5871b1b5e · outbound

This paper cites Spacephish: The evasion- space of adversarial attacks against phishing website detectors using machine learning,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Spacephish: The evasion- space of adversarial attacks against phishing website detectors using machine learning,

Reference 65

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source=pdf_text observed=2026-08-06T15:38:26.384065Z digest=sha256:b042fd760c97f053f34882d86167420e1ddd9540994000dc45a27f2eb4689fd7

Observation 4ff44320-3ac5-4dcb-a46b-85a99df06c6d · outbound

This paper cites Know your phish: Novel techniques for detecting phishing sites and their targets,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Know your phish: Novel techniques for detecting phishing sites and their targets,

Reference 66

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source=pdf_text observed=2026-08-06T15:38:26.533500Z digest=sha256:b4701e8f39e4246d67ff099b84de000b66af9e5344c67d0638a1082516a52905

Observation ea6251fb-af56-4aa1-b042-5cefc7578b09 · outbound

This paper cites Inside a phisher’s mind: Understanding the anti-phishing ecosys- tem through phishing kit analysis,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Inside a phisher’s mind: Understanding the anti-phishing ecosys- tem through phishing kit analysis,

Reference 67

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source=pdf_text observed=2026-08-06T15:38:26.640491Z digest=sha256:cc3a4e2e5bd1ef41b5912d9ab39936ae2f083e841fa03f9cf18a5ae212fa265f

Observation 1303d09e-e2c4-4bcd-acbe-edf132842623 · outbound

This paper cites The phishing funnel model: a design artifact to predict user susceptibility to phishing websites,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants The phishing funnel model: a design artifact to predict user susceptibility to phishing websites,

Reference 68

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:26.736986Z digest=sha256:59085f74abef6aea2a54b29f78bc07c7720033b4816ffb901451de06e5bb5858

Observation 1168a8da-91cf-49cc-a183-3abefc58497e · outbound

This paper cites What happens after you leak your password: Understanding credential sharing on phishing sites,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants What happens after you leak your password: Understanding credential sharing on phishing sites,

Reference 69

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no resolver link, observed 2026-08-06T15:38:26.826841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:26.826841Z digest=sha256:1624e6eb1ac1e7b47d700ff5c3ce42cfc864b00b8a4dc97b6ee6876bf5cfa9b8

Observation 8da47e1f-3709-45d5-be3c-93af899f2e95 · outbound

This paper cites Beyond phish: Toward detecting fraudulent e-commerce websites at scale,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Beyond phish: Toward detecting fraudulent e-commerce websites at scale,

Reference 70

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source=pdf_text observed=2026-08-06T15:38:26.887857Z digest=sha256:09ed69fbda27b04a181265f84402a93a7c44677423809bf4742253ff90241ce3

Observation 7f980b17-edad-48a7-8829-88d70fb1aa4a · outbound

This paper cites Scamnet: Toward ex- plainable large language model-based fraudulent shopping website detection,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Scamnet: Toward ex- plainable large language model-based fraudulent shopping website detection,

Reference 71

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:26.994115Z digest=sha256:d718f52d8c3c0f5419d3b2f367036fe25c5638337035870e508848caea6a03d9

Observation a76b033b-1908-48d7-9201-2d6dc1dcae9b · outbound

This paper cites Conning the crypto conman: End- to-end analysis of cryptocurrency-based technical support scams,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Conning the crypto conman: End- to-end analysis of cryptocurrency-based technical support scams,

Reference 72

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:27.149788Z digest=sha256:5ea4f6bc721bf951e608aed9ad3de442da5c97f17b8d87e390ffbf49c4521751

Observation 7f1fdcb6-3582-4ec4-9120-429a17c512fb · outbound

This paper cites Understanding, measuring, and detecting modern technical support scams,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Understanding, measuring, and detecting modern technical support scams,

Reference 73

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:27.254130Z digest=sha256:18f5e574fb5cca6625847c1190b327b7318e8af30317c4f3ce3f76bc201f3fa1

Observation e3e6334e-a955-4861-b3d2-9d5dedcab0b3 · outbound

This paper cites Detecting organized ecommerce fraud using scalable categorical clustering,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Detecting organized ecommerce fraud using scalable categorical clustering,

Reference 74

Resolution
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no resolver link, observed 2026-08-06T15:38:27.328052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:27.328052Z digest=sha256:5020432d7476cce1ccdb1c0d9ae0c019d22e428b2d75bd57043c94d476d3a391

Observation 54ffd247-abb6-4fb7-8f76-6a0d18917d07 · outbound

This paper cites Automatically dismantling online dating fraud,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Automatically dismantling online dating fraud,

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:27.432477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:27.432477Z digest=sha256:c1575031b16fdb1b95853aa78733c8c92386676b834b670943522748705e8c2c

Observation 99f657cf-4af7-4c64-804d-1471bde8330d · outbound

This paper cites A multiview clustering frame- work for detecting deceptive reviews,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants A multiview clustering frame- work for detecting deceptive reviews,

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:27.572784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:27.572784Z digest=sha256:61d70ae3d70821901d3ccfea8e3e0bb37a1719a68e11a225460fe66497689ed5

Observation 958bd4dd-3d15-479f-a815-de9879bc3a73 · outbound

This paper cites Detecting deceptive reviews using generative adversarial networks,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Detecting deceptive reviews using generative adversarial networks,

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:27.670220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:27.670220Z digest=sha256:9fd7eed9858f2d407b87e1eeab663ad46579da63a1f5653d35452d5c9e0e160d

Observation 9f9187a3-8315-4fd4-ba53-b85995231d42 · outbound

This paper cites The dark alleys of madison avenue: Understanding ma- licious advertisements,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants The dark alleys of madison avenue: Understanding ma- licious advertisements,

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:27.809676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:27.809676Z digest=sha256:9f76d6691cb4d345040710dd063ac6bc970ee7c2d4073fe32e381f6c987b5363

Observation c99587dd-93eb-4625-b21a-67b7078f79a3 · outbound

This paper cites ScamChatBot: An End-to-End Analysis of Fake Account Recovery on Social Media via Chatbots.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants ScamChatBot: An End-to-End Analysis of Fake Account Recovery on Social Media via Chatbots

Reference 79

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:38:38.437063Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:27.902828Z digest=sha256:cced10723a63220f0b7a831b18f41dffe3caf83b2ca7d2a6fc634f5bc996668a

Observation bce24c0c-891f-4a9f-b874-e7dcd50876bd · outbound

This paper cites An Explorative Study of Pig Butchering Scams.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants An Explorative Study of Pig Butchering Scams

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:27.996077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:27.996077Z digest=sha256:9eb4102c59c97d2f019f994000d8d706c74f3248ec17b38669a90471ebde71d7

Observation 86c5f4d6-24cc-4c0c-93fd-83a5afedaba5 · outbound

This paper cites Pirates of charity: Exploring donation-based abuses in social media platforms,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Pirates of charity: Exploring donation-based abuses in social media platforms,

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:28.252491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:28.252491Z digest=sha256:f351d083d0a703d9bb11e3194aea1e62c73e47e25cf2e56b9f3befa9634bb649

Observation 98cc3edf-f347-4748-b06f-cd79c2ace22e · outbound

This paper cites Social Turing Tests: Crowdsourcing Sybil Detection.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Social Turing Tests: Crowdsourcing Sybil Detection

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:28.407833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:28.407833Z digest=sha256:a1f9eb77625a8de7301993e8ebca37752fe1a0930c4191abd166498302860b66

Observation d65af04f-eb71-4f3c-b080-abfffc4238a0 · outbound

This paper cites User awareness and defenses against sockpuppet friend invitations in facebook,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants User awareness and defenses against sockpuppet friend invitations in facebook,

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:28.544978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:28.544978Z digest=sha256:2b55f2020fe3aab5f2dc00831453fd4ae9e9198c6f4b326dfb1a9044a180cc26

Observation bb946c83-44a2-41ea-87c6-1b19b3210eb4 · outbound

This paper cites Turning the tide: Curbing deceptive yelp behaviors,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Turning the tide: Curbing deceptive yelp behaviors,

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:28.641514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:28.641514Z digest=sha256:9818ecf75bf2d7c74f140a3599eabfc00545007359efb49b62341fbe2c5da178

Observation 07c59073-aab1-44ed-9b40-faa08cd55e4f · outbound

This paper cites “i have no idea what a social bot is.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants “i have no idea what a social bot is

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:28.758892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:28.758892Z digest=sha256:6f3fb3c89197b3de9aac37cd4f9b38b421bd3dbff4f98b0fe72e00900e4112f1

Observation 0ac93d4e-4a63-4610-9592-78d1279062a3 · outbound

This paper cites Detecting fake accounts in online social networks at the time of registrations,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Detecting fake accounts in online social networks at the time of registrations,

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:28.841977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:28.841977Z digest=sha256:c7ed2703f9e03858623f0edec01b590d0dd8710a56e568238afab1d4d8ef1227

Observation 93e5518f-b0cb-4ac6-abd6-7d60fc834e7b · outbound

This paper cites SENet: Visual Detection of Online Social Engineering Attack Campaigns.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants SENet: Visual Detection of Online Social Engineering Attack Campaigns

Reference 87

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:38:38.233965Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:28.954162Z digest=sha256:b1f00e5facb02b1983640ad95ed2ba8413f93d9f5cc904023eb50f9bc808a8b0

Observation a25c8e36-0b65-47b8-b6af-e6055cccc48a · outbound

This paper cites Fairplay: Fraud and malware detection in google play,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Fairplay: Fraud and malware detection in google play,

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:29.086987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:29.086987Z digest=sha256:13bbc842f87f8dd9dcffbeae9ba8698bb424ff37f585145e840c02d2cc985c0f

Observation 31772176-5cf0-4350-8bb5-7eea9098e9b4 · outbound

This paper cites Personalized Security Indicators to Detect Application Phishing Attacks in Mobile Platforms.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Personalized Security Indicators to Detect Application Phishing Attacks in Mobile Platforms

Reference 89

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:38:38.072270Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:29.180266Z digest=sha256:241c0f1bf970c8a1867ec5221f07d8c2f648a20fcd3916dff37bb0dd4de84bb6

Observation a87ff36d-34e3-480c-932b-56a16576e30c · outbound

This paper cites Android, notify me when it is time to go phishing,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Android, notify me when it is time to go phishing,

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:29.265127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:29.265127Z digest=sha256:b361918ca8a3be5b488f4a2444ed05d78a1449a7fe984071f4f0bbd2d53cefc2

Observation 456f8b03-abdb-4159-9abe-99080706a8ae · outbound

This paper cites Pulling off the mask: Forensic analysis of the deceptive creator wallets behind smart contract fraud,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Pulling off the mask: Forensic analysis of the deceptive creator wallets behind smart contract fraud,

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:29.376841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:29.376841Z digest=sha256:9d2ee8cf2da86ae88614af7d4462eca45317dc179f58f5fb8d24e491e545b8ae

Observation 82a10170-0e33-4273-860f-eb0d104975bb · outbound

This paper cites Towards usable protec- tion against honeypots,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Towards usable protec- tion against honeypots,

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:29.575635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:29.575635Z digest=sha256:0dec1ae5c1124bc5bb93b6f5f1b8dfe265a0fdf2a01b7d91a6143086b6623835

Observation 1b73eced-996a-4413-9a1a-4af57b1d05ff · outbound

This paper cites Ægis: Smart shielding of smart contracts,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Ægis: Smart shielding of smart contracts,

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:29.653735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:29.653735Z digest=sha256:87b4bbc66df9154fac3192a54ef26d20d5a38532b7c1adba5cb371bf3c131949

Observation 6c768f4c-fb2d-407f-bc21-c23f003d1fa2 · outbound

This paper cites Siege: Self-supervised incremental deep graph learning for ethereum phishing scam detec- tion,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Siege: Self-supervised incremental deep graph learning for ethereum phishing scam detec- tion,

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:29.787510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:29.787510Z digest=sha256:c9d030973d87ce0d9041eec802d084d52a2d8e340ee9e5d2dc71fb7afef64d72

Observation 9b6760dd-8c25-419f-ab83-b4f2ae0b066b · outbound

This paper cites An end to end analysis of crypto scams on ethereum,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants An end to end analysis of crypto scams on ethereum,

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:29.887675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:29.887675Z digest=sha256:a4fa921f4da0e7747001a2af83969c958cba1bb970c9f774bf3288afa47e3132

Observation 8c2a1b00-3dac-48a8-a13a-0075aba62f25 · outbound

This paper cites URL Inspection Tasks: Helping Users Detect Phishing Links in Emails.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants URL Inspection Tasks: Helping Users Detect Phishing Links in Emails

Reference 96

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:38:37.930577Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:30.015453Z digest=sha256:76602d73e61350ef8dc54cebdb6c48832a026f36eb860d39474aff654de109f7

Observation 4eadc9f8-ac16-424b-80b5-d668422e45f4 · outbound

This paper cites Content, nudges and incentives: A study on the effectiveness and perception of embedded phishing training,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Content, nudges and incentives: A study on the effectiveness and perception of embedded phishing training,

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-06T15:38:30.088807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:38:30.088807Z digest=sha256:5be4c8f25a2f75d768abe140a9c329a773df18fa58d52d37de28424ca9d81710

Observation ae50b195-53c6-4e21-b0b7-09936d7e8fc9 · outbound

This paper cites Al- pha phi-shing fraternity: Phishing assessment in a higher educa- tion institution,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Al- pha phi-shing fraternity: Phishing assessment in a higher educa- tion institution,

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:38:48.663200Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:30.174578Z digest=sha256:a8ebbd530042bfdd0ff820e53da53c00651214d555885e8d8bc024f98a051d6c

Observation 0b2c5d6a-9312-471a-954c-cd4a9f0b3f3c · outbound

This paper cites Phishing in organizations: Findings from a large-scale and long-term study,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Phishing in organizations: Findings from a large-scale and long-term study,

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:38:48.531131Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:30.250243Z digest=sha256:04f11a2d9eecb0ea55de155965e0da2bce36f25deab57667be54725222c2af92

Observation e5f064ac-a819-48bb-a719-6d8f8f00b861 · outbound

This paper cites You’ve got report: Measurement and security implications of{DMARC} reporting,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants You’ve got report: Measurement and security implications of{DMARC} reporting,

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:38:48.415502Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:30.330001Z digest=sha256:4487954f96038110362ec49955ac9171c8359f6d25095e3f72743f178b721e3f

Observation 1888ea15-90be-414b-9819-73b727259487 · outbound

This paper cites Weak links in authentication chains: A large- scale analysis of email sender spoofing attacks,.

PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants Weak links in authentication chains: A large- scale analysis of email sender spoofing attacks,

Reference 101

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:38:48.275351Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-06T15:38:30.410101Z digest=sha256:7bf0dde70ea6c8f77856e22581b27e084725488c210724403f9ac59198c00d3e

Pith citing papers

Observation fb8ea039-b1ca-430c-ae4d-3da332e42f93 · inbound

Context-Aware Spear Phishing: Generative AI-Enabled Attacks Against Individuals via Public Social Media Data cites this paper.

Context-Aware Spear Phishing: Generative AI-Enabled Attacks Against Individuals via Public Social Media Data PiMRef: Detecting and Explaining Ever-evolving Spear Phishing Emails with Knowledge Base Invariants

Reference 66

Resolution
verified exact
arxiv_id, observed 2026-05-13T01:52:05.368130Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-05-13T01:48:46.380615Z digest=sha256:b7e362935ca6d8063066f40172606f2e6d8f4851105965e968c13fd78f851cf7