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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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=sha256:1fa5ea3e9af0bcf5112d635a12dc3022011e9a9e428a3349aa610dce9d7a934e

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=sha256:4ddb9784d0aa4d0b37d0aa5e531a732e59a53eae032b6a6f2b8e494727c957a1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T16:11:57.041467Z digest=sha256:3538a15412ee6bbe661863f69c9ce7784cee9e8abb6954b06dab76c2b8ca5c3e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T11:22:31.988852Z digest=sha256:19d05841990bc200894be0c8a141b0f6fedc1ff89dfe45d19434260cd3dfd4d3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T07:51:04.580617Z digest=sha256:5fe64a4edb84e61dd94a3b29ce86ff7a36265b8d0ee78fc70c2298127cb9aa02

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:b876279132b7972491d5516a4887c6c0c158ab015964a957ab4fe40ff862067e