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Paper Citation Record · LEDGER

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems

As of 22 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2608.12889.

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

pith.paper-citation-record.v1
2608.12889 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:19:22.385607Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

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

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy11
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 45b2f74f-5b70-490a-a833-7fa082c437f3 · outbound

This paper cites International Journal of Research and Innovation in Applied Science10, 1921–1939 (Nov 2025).

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems International Journal of Research and Innovation in Applied Science10, 1921–1939 (Nov 2025)

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.810507Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.099195Z digest=sha256:ccf364cbfe69f7faf2d2260855774c715dfa3f1f782661dde20ed6768f2fdddb

Observation 6298287b-9a21-484d-858b-280d1ffaf308 · outbound

This paper cites In: 2023 17th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS).

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems In: 2023 17th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.802243Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.129508Z digest=sha256:47cfbd24073499710626c996b6206cd2cd2f03f36df7d029e2fbcadd24714125

Observation c9d818c8-6998-4b22-9a57-6471394131b6 · outbound

This paper cites Bad Characters: Imperceptible NLP Attacks.

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems Bad Characters: Imperceptible NLP Attacks

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T21:19:22.147701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:19:22.147701Z digest=sha256:9eb956064d4ecab5aae97205825ef9d8b744044ba4da38aaaadf586bba246443

Observation 9822bdb6-7606-404f-ade4-23aac6fa02d9 · outbound

This paper cites an unresolved cited work.

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:19:22.792869Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.155849Z digest=sha256:ece22e25dce0b04587bdfe0fbaf2ed93aa0b6e577ea09249f967305dfe57d230

Observation 4a82e4ac-6d84-4cba-80ea-645b8ff3b563 · outbound

This paper cites Procedia Computer Science245, 1165–1174 (2024).

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems Procedia Computer Science245, 1165–1174 (2024)

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.783933Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.159807Z digest=sha256:3196f6efae8d67a868256b81587d226c99bebd0a16e63317cafaffc5d4f957c1

Observation 7cf2eaa6-7a9a-4a21-9cac-3ba09b256d7d · outbound

This paper cites Computer Networks255, 110892 (Dec 2024).

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems Computer Networks255, 110892 (Dec 2024)

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.774309Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.163380Z digest=sha256:2a29333304ba76e4105f80b7249c975948b93d3413161eec3e43f89f94673e92

Observation b0d1ba2e-0f38-4b80-a137-416224082585 · outbound

This paper cites In: Proceedings 2019 Network and Distributed System Security Symposium.

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems In: Proceedings 2019 Network and Distributed System Security Symposium

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.707921Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.166883Z digest=sha256:3b84248e2ad0ad0a468571912924f884a330bfee3423ad2b37c7803ca433ff33

Observation 6b579939-b23c-4a4d-bc3b-15872eff9534 · outbound

This paper cites IEEE Access10, 83061– 83074 (2022).

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems IEEE Access10, 83061– 83074 (2022)

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.552208Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.170090Z digest=sha256:cb163d25aa38082d08d219ebca5858bfb88e48c1d6992bfcc85901bca997c558

Observation bccf67f9-162e-4603-a47f-4f83517fe9ea · outbound

This paper cites IEEE Access12, 25164– 25175 (2024).

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems IEEE Access12, 25164– 25175 (2024)

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.542501Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.173196Z digest=sha256:f882873557c9eece14095a985d3919d715384e803b205e058901d13197c6cf97

Observation 52d01433-889e-4799-bfd2-ff7cf28c2e68 · outbound

This paper cites TextAttack: A Framework for Adversarial Attacks, Data Augmentation, and Adversarial Training in NLP.

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems TextAttack: A Framework for Adversarial Attacks, Data Augmentation, and Adversarial Training in NLP

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T21:19:22.176307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:19:22.176307Z digest=sha256:758c25739e4a0d2b57a7d0ae4f951a565f919cae30946889390c94c3b3c1aaac

Observation c5a97096-5d97-41cd-896d-2e45f1faab42 · outbound

This paper cites an unresolved cited work.

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:19:22.534291Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.196771Z digest=sha256:0e708f9185b00bb96bee74d03548ea5e483664bc642fe6562716eb70dd8ab1f7

Observation 10e6010a-4148-4962-bf64-22fb5321723f · outbound

This paper cites Mesopotamian Journal of CyberSecurity5(2), 590–605 (Jun 2025).

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems Mesopotamian Journal of CyberSecurity5(2), 590–605 (Jun 2025)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.526482Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.216967Z digest=sha256:5c3aa9cb90bf987f716018d1e8ef917ffc4d6f54ab8f2e9fab071ad448dfa674

Observation 7313a8f6-ddc5-4533-b470-05ec71d0859b · outbound

This paper cites International Journal of Innovative Technology and Exploring Engineering14(5), 28–33 (Apr 2025).

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems International Journal of Innovative Technology and Exploring Engineering14(5), 28–33 (Apr 2025)

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.516497Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.266422Z digest=sha256:ceac8e0b23653591b44947d2b5dbc6471d1be38330a647b8ab7e0239eb91acf7

Observation 20ea80fe-6023-4673-a8d3-2979ce9a42b3 · outbound

This paper cites In: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies.

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems In: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.506806Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.358409Z digest=sha256:1b3de941553964f7dd664772fad7943215125927e8066d4bbeaa2e4039f2d927

Observation 2c720309-8d41-4162-95ad-a214ba8cd6b5 · outbound

This paper cites Computers & Security154, 104443 (Jul 2025).

Adversarial Robustness in Smishing Detection: A Comparative Analysis of Adversarial Fragility in Classical vs. Transformer-Based Detection Systems Computers & Security154, 104443 (Jul 2025)

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:19:22.478497Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-15T21:19:22.385607Z digest=sha256:d7bad1354413e5ef8f8f56062efebb90096959da2a9b509afab5524e3e83ef08

Pith citing papers

No inbound Pith citation observations are available.