Paper Citation Record · LEDGER

FakeFormer: Efficient Vulnerability-Driven Transformers for Generalisable Deepfake Detection

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2410.21964.

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

pith.paper-citation-record.v1
2410.21964 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:38:00.621719Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:29:16.620288Z

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 156c9e31-5c52-4ab8-a8d8-d87a10fa57e8 · inbound

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection cites this paper.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection FakeFormer: Efficient Vulnerability-Driven Transformers for Generalisable Deepfake Detection

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:00.621719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4df8b9d-941d-4ea6-a1b5-d85a15dc01f2 · inbound

VERITAS: Verification and Explanation of Realness in Images for Transparency in AI Systems cites this paper.

VERITAS: Verification and Explanation of Realness in Images for Transparency in AI Systems FakeFormer: Efficient Vulnerability-Driven Transformers for Generalisable Deepfake Detection

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T19:36:03.762279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b53a1c2-8f98-4836-a865-6a62ebcf906f · inbound

Deepfake Detection in Social Media: A Temporal Artifact Analysis Using 3D Convolutional Neural Networks cites this paper.

Deepfake Detection in Social Media: A Temporal Artifact Analysis Using 3D Convolutional Neural Networks FakeFormer: Efficient Vulnerability-Driven Transformers for Generalisable Deepfake Detection

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:13:18.717770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8b1ec406-5c60-4d11-be58-21e9b159c755 · inbound

When AUC Misleads: Polarization-Aware Evaluation of Deepfake Detectors under Domain Shift cites this paper.

When AUC Misleads: Polarization-Aware Evaluation of Deepfake Detectors under Domain Shift FakeFormer: Efficient Vulnerability-Driven Transformers for Generalisable Deepfake Detection

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:29:16.622672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.