Paper Citation Record · LEDGER

Data-Driven Fairness Generalization for Deepfake Detection

As of 16 August 2026, this Paper Citation Record lists 22 of 22 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 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:40:57.934363Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

22 of 22 outbound references displayed

verified exact0
verified fuzzy6
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ca2f0798-3d18-4509-96ff-743c31b96400 · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.394957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cd261963-1a31-4652-9cba-40a577b9749e · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.375821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 12421dad-7b15-4e6b-8bec-a2621fb826f9 · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.358605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2b39a978-f595-402c-8779-b35ce7ded601 · outbound

This paper cites S., and Amin, M.

Data-Driven Fairness Generalization for Deepfake Detection S., and Amin, M

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:58.339746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f9d9c97f-00f5-4cb7-a4a9-659b513f7f6c · outbound

This paper cites The DeepFake Detection Challenge (DFDC) Dataset.

Data-Driven Fairness Generalization for Deepfake Detection The DeepFake Detection Challenge (DFDC) Dataset

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T10:40:57.837410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17ce0b15-8130-494c-9e87-b527f3bc2a82 · outbound

This paper cites and Liu, X.

Data-Driven Fairness Generalization for Deepfake Detection and Liu, X

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:58.322678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0b5a6a5a-898f-4aeb-8969-a33f91577819 · outbound

This paper cites Sharpness-Aware Minimization for Efficiently Improving Generalization.

Data-Driven Fairness Generalization for Deepfake Detection Sharpness-Aware Minimization for Efficiently Improving Generalization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T10:40:57.849672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e73a25f-d139-4445-abc6-2242d567be96 · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.305047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 14021916-7f9c-4d78-a59a-2ff1cdf74115 · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.285986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dbc96c46-448d-43ce-a4ac-5c3e1097bde8 · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.269539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 71ce3c2d-4685-4ff0-8bfe-4eb9ea9f95a5 · outbound

This paper cites H., and Lyu, S.

Data-Driven Fairness Generalization for Deepfake Detection H., and Lyu, S

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:58.249795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 859cda6e-bb8d-480a-b2ee-2c5d25a4656b · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.230304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 13b6dccb-5afd-41fa-b410-105fbc622bfa · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.209234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7bb2b1ba-739e-44da-81bc-f0c6b8605b22 · outbound

This paper cites M., Javed, A., Irtaza, A., and Malik, H.

Data-Driven Fairness Generalization for Deepfake Detection M., Javed, A., Irtaza, A., and Malik, H

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:58.188443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ca3fac87-ceb6-4abf-940d-200ab37173d1 · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.170704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 87d4d952-7eb8-4b1f-9b97-2fa67c7ca25c · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.152178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3acb70e0-db35-437e-94a6-43e39f7a3a2d · outbound

This paper cites and Yamasaki, T.

Data-Driven Fairness Generalization for Deepfake Detection and Yamasaki, T

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:58.129778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 68c26bd9-afaa-48b5-8f32-f200cd3534f5 · outbound

This paper cites EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks.

Data-Driven Fairness Generalization for Deepfake Detection EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T10:40:57.912146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f36f56e-01dd-45b6-a8ac-2a5ecb7b4eee · outbound

This paper cites and Liu, Y.

Data-Driven Fairness Generalization for Deepfake Detection and Liu, Y

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:58.111312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation de32c828-e23d-4f9a-be53-0618389501f2 · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.091078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e0770743-df81-4fa7-a5ee-fc04f125d7a6 · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.072688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bb7f9c94-2e77-498e-b803-9fd8f9804dfc · outbound

This paper cites an unresolved cited work.

Data-Driven Fairness Generalization for Deepfake Detection Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:58.047894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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 2026-08-15T06:32:42.880941+00:00.

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.