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Paper Citation Record · LEDGER

Data-Driven Fairness Generalization for Deepfake Detection

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2412.16428.

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

pith.paper-citation-record.v1
2412.16428 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:17:59.130160Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T18:18:00.859526Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a761f73a-5458-48a6-b4b7-f0f862e91d41 · inbound

Fair-FLIP: Fair Deepfake Detection with Fairness-Oriented Final Layer Input Prioritising cites this paper.

Fair-FLIP: Fair Deepfake Detection with Fairness-Oriented Final Layer Input Prioritising Data-Driven Fairness Generalization for Deepfake Detection

Reference 52

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T18:18:01.016792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T18:17:59.130160Z digest=sha256:7aba8eaf1f3ac14b55018e166bd73a50303a35eb9def6b239395439c71f4956d

Observation 5b3f3efd-67e0-4afd-809d-8695ff660ca8 · inbound

DETECT-3B-Omni is Agnostic of Content and Demographics cites this paper.

DETECT-3B-Omni is Agnostic of Content and Demographics Data-Driven Fairness Generalization for Deepfake Detection

Reference 14

Resolution
unresolved
no resolver link, observed 2026-07-12T02:38:17.163398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-12T02:38:17.163398Z digest=sha256:7d0527a655462a8a6c8a786a1b3f9998af1bb829c769adadc88af6b7630b4c16