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Paper Citation Record · LEDGER

Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2309.02218.

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

pith.paper-citation-record.v1
2309.02218 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:54:08.711080Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T09:11:00.508741Z

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 cbb2a882-489c-49d2-9fd0-5bb50aa2d540 · inbound

ExpertGen: Training-Free Expert Guidance for Controllable Text-to-Face Generation cites this paper.

ExpertGen: Training-Free Expert Guidance for Controllable Text-to-Face Generation Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T14:54:08.711080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:54:08.711080Z digest=sha256:9a12ed9cfa68e814cb33d5c752bf8e7a3a4ca3a964fc1e882298c16aa0aaad93

Observation 7b33a313-2913-45a2-8404-26fa1d6c2453 · inbound

SEED: A Benchmark Dataset for Sequential Facial Attribute Editing with Diffusion Models cites this paper.

SEED: A Benchmark Dataset for Sequential Facial Attribute Editing with Diffusion Models Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T12:06:39.358102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:06:39.358102Z digest=sha256:611ae907ecff592317e8a4aa76729782b84f0a14f4984d5e82a2eef54cd6def2

Observation caa6b193-0ace-46d4-b12b-32f04f2e6a77 · inbound

SEED: A Large-Scale Benchmark for Provenance Tracing in Sequential Deepfake Facial Edits cites this paper.

SEED: A Large-Scale Benchmark for Provenance Tracing in Sequential Deepfake Facial Edits Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:11:00.511878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T16:11:57.041467Z digest=sha256:f1b6732a43a3d04b7bdbee88247a7ebbfa8f2aa9510692d8ea16a1641b7d2ede

Observation 12588bb1-fb9a-49f9-84de-10ff53d97740 · inbound

Deepfake Detection Generalization with Diffusion Noise cites this paper.

Deepfake Detection Generalization with Diffusion Noise Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models

Reference 63

Resolution
verified exact
arxiv_id, observed 2026-05-10T11:25:19.537838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T11:22:31.988852Z digest=sha256:49deb6634da1a8a94b0a842889c1355296010464f92b3fc684d83ff079a01715

Observation e24ab813-f025-49b0-9c47-2a4829a38fd7 · inbound

DVAR: Adversarial Multi-Agent Debate for Video Authenticity Detection cites this paper.

DVAR: Adversarial Multi-Agent Debate for Video Authenticity Detection Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-10T07:52:13.676387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T07:51:04.580617Z digest=sha256:ec64eb64e48b90ab078418dc73b967cbd08019697164fa88475aa56cccb399fa

Observation 21948af9-8a08-44cf-897a-8f589d936044 · inbound

Position: AI/ML Deepfake Research is Misaligned with AI-Generated Non-Consensual Intimate Imagery (AIG-NCII) cites this paper.

Position: AI/ML Deepfake Research is Misaligned with AI-Generated Non-Consensual Intimate Imagery (AIG-NCII) Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models

Reference 98

Resolution
unresolved
no resolver link, observed 2026-08-02T13:50:48.065133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T13:50:48.065133Z digest=sha256:b0f368303de897fa625331932205349ee94cce811a77a7cfe198ecb4008af025

Observation 0c14b60e-cd87-4348-9deb-d3d0426715a8 · inbound

AdaForensics: Learning A Characteristic-aware Adaptive Deepfake Detector cites this paper.

AdaForensics: Learning A Characteristic-aware Adaptive Deepfake Detector Robustness and Generalizability of Deepfake Detection: A Study with Diffusion Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T13:32:48.408078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:32:48.408078Z digest=sha256:373aeb21932f907766e3c009267074e0223cbedba903910bb61a6929dcaaaf01