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Paper Citation Record · LEDGER

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions

As of 13 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2412.00073.

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

pith.paper-citation-record.v1
2412.00073 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T12:31:51.818908Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

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

measured 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

18 of 18 outbound references displayed

  • verified exact0
  • verified fuzzy11
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c4aa4194-1407-4676-b3f2-cdc7cdf3725a · outbound

This paper cites https://huggingface.co/datasets/ dragonintelligence/CIFAKE-image-dataset/ viewer.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions https://huggingface.co/datasets/ dragonintelligence/CIFAKE-image-dataset/ viewer

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:52.126830Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.732935Z digest=sha256:cc64914c9f0771a06e3b843ae13a54fb3d1389160b64863a5c0ef141eba623e7

Observation fbccd18f-37f1-4582-84af-6534c1f4f18c · outbound

This paper cites https://huggingface.co/ stabilityai/stable-diffusion-2-1.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions https://huggingface.co/ stabilityai/stable-diffusion-2-1

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:52.112588Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.738582Z digest=sha256:e7b54cc69a495cab1070ef13524201fc96492981c474f16729e8935a85d43be2

Observation 871b1c4e-8b19-4b27-b35e-97d7f3c37804 · outbound

This paper cites https://huggingface.co/ stabilityai/stable-diffusion-3-medium.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions https://huggingface.co/ stabilityai/stable-diffusion-3-medium

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:52.098221Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.746689Z digest=sha256:63b26b447ad722fb4bd7e78290587c0ae68629b04a3cd5544ae9e8640118bfab

Observation b4860fe1-1313-4c5a-877d-77d1c1507fb5 · outbound

This paper cites an unresolved cited work.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:31:52.084034Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.751520Z digest=sha256:bc0f361e3945cdc048d33bcaf7955d6cca73da5c419b2930399fe6f800ba6f04

Observation 64470e66-f694-4261-9865-9f14e054d54b · outbound

This paper cites an unresolved cited work.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:31:52.069067Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.756234Z digest=sha256:1c542328eb4c911a1bba7c3cf93225d1701d0dd4950a0e8864101dfbdc9004a2

Observation 6040c6ef-9a70-4178-aa14-1f2f237dbfa0 · outbound

This paper cites Bychkovsky, S.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Bychkovsky, S

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:52.054608Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.760973Z digest=sha256:fa7ec70f519126a34d03352bd252fac459f670bde530c99b8a6a6db3df735010

Observation 9ec076f1-fa52-482e-b447-57df23764644 · outbound

This paper cites an unresolved cited work.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:31:52.038365Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.765591Z digest=sha256:e0fb91e3c7cfb9c2b8280724f6259ef87f53ae83593917fe7965504c9b935a50

Observation 4cf759cc-c490-4282-ba9c-79f7e782c7de · outbound

This paper cites Huang, Z.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Huang, Z

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:52.023797Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.770714Z digest=sha256:c0da386f4a6a3e509c07a26198c15b861e78eaf411714dcc3573d897c4608d2b

Observation f61d9f28-9828-4a40-8249-a0f330ea35cc · outbound

This paper cites Open source computer vision library.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Open source computer vision library

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:52.008075Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.775706Z digest=sha256:f9a8264e9753cf675a9e68c8bc5a0434ab11770dab5ac2b1a3c209a58ea303f9

Observation 837373c4-571e-40b2-92bb-cc674fe2915a · outbound

This paper cites an unresolved cited work.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:31:51.991317Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.780450Z digest=sha256:40ca6f76157db8bdc3b26209dceaba608c756b393f892a086052fa373c28dc8d

Observation 61bc5133-6fed-45aa-b435-389e3be67175 · outbound

This paper cites Krizhevsky.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Krizhevsky

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:51.975674Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.785093Z digest=sha256:a262107e0fda7a348e40d6dffbcee761b09c8125287996807cda62704513094a

Observation df48405f-4f3d-4375-a4f8-31b1aa41d56b · outbound

This paper cites an unresolved cited work.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:31:51.960617Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.790160Z digest=sha256:ee1572bb6f058f307709a2390b0783b6ae6c4d1b4c5d058ae3c1614e6599c363

Observation c838d645-e5d6-431c-bb52-fdd50d3d694c · outbound

This paper cites an unresolved cited work.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:31:51.943199Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.794669Z digest=sha256:8f2b7563e6e8f9a5b6c88d95aa4ef2c69e897f5213ada14a91113cd771af5faf

Observation bcf56bd7-a8b1-43c4-ad69-18b28cf49f5d · outbound

This paper cites Patel, K.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Patel, K

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:51.926548Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.799266Z digest=sha256:9a08a655171a124d3fbcfaa974299e6b74b50b5e96087c8ca612e65a7e71da8d

Observation 1583e11e-6ef4-4eeb-806e-e07f5fb819c4 · outbound

This paper cites Rombach, A.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Rombach, A

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:51.909504Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.804892Z digest=sha256:33c99bd2a1a515522e28b64473a88bfe95e74ea77bce1d5ee326d15ce9124e08

Observation 93033b6f-dc93-4811-88d9-07fffb07ff99 · outbound

This paper cites Vaccari and A.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Vaccari and A

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:51.892013Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.809662Z digest=sha256:7248589c6b2d3c52ea07d564aeb9e5b3aa91761a0030410bf17e5f173a00ce41

Observation 472e53bb-e186-403c-8086-7fd0b5813292 · outbound

This paper cites Wang and L.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Wang and L

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:31:51.875928Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.814285Z digest=sha256:8152119aa7a6fd58ae6a9c9dff8795c17bde57ce11d75bc509f5455e53790b79

Observation 1f62013e-4076-4b3b-87c4-caa21c08f444 · outbound

This paper cites an unresolved cited work.

Addressing Vulnerabilities in AI-Image Detection: Challenges and Proposed Solutions Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:31:51.858564Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T12:31:51.818908Z digest=sha256:8d32e8eff251120204be5aee4e7bdcfdf7b8f79198c8ef3d62b0d69745732321

Pith citing papers

No inbound Pith citation observations are available.