Paper Citation Record · LEDGER

DF40: Toward Next-Generation Deepfake Detection

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2406.13495.

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

pith.paper-citation-record.v1
2406.13495 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 21 of 21 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 21 of 21 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:26:59.305225Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

2
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 35f81730-0cee-4397-ae13-56470153f783 · inbound

The DeepSpeak Dataset cites this paper.

The DeepSpeak Dataset DF40: Toward Next-Generation Deepfake Detection

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-23T21:48:28.807449Z

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.

Observation 22cda26d-6089-48e7-98c7-13656f0c6f14 · inbound

Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection cites this paper.

Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection DF40: Toward Next-Generation Deepfake Detection

Reference 98

Resolution: verified exact; arxiv_id, observed 2026-05-17T23:25:47.675059Z

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.

Observation 971ad1d4-6480-44f9-a694-e2f7f915d7e2 · inbound

CAD: A General Multimodal Framework for Video Deepfake Detection via Cross-Modal Alignment and Distillation cites this paper.

CAD: A General Multimodal Framework for Video Deepfake Detection via Cross-Modal Alignment and Distillation DF40: Toward Next-Generation Deepfake Detection

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:59.305225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea7bc958-a7a9-4965-8a3c-3ecca8ec2892 · inbound

AuthGuard: Generalizable Deepfake Detection via Language Guidance cites this paper.

AuthGuard: Generalizable Deepfake Detection via Language Guidance DF40: Toward Next-Generation Deepfake Detection

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T10:45:47.080250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa47baec-f3c0-4aab-b757-c2c133ea6115 · inbound

Practical Manipulation Model for Robust Deepfake Detection cites this paper.

Practical Manipulation Model for Robust Deepfake Detection DF40: Toward Next-Generation Deepfake Detection

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T10:31:25.744733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13eb9564-09d2-406f-b6c8-e03c96e30c4d · inbound

De-Fake: Style based Anomaly Deepfake Detection cites this paper.

De-Fake: Style based Anomaly Deepfake Detection DF40: Toward Next-Generation Deepfake Detection

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:29.818934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04c367d3-5262-4f19-865c-79bffd1cccd8 · inbound

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection cites this paper.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection DF40: Toward Next-Generation Deepfake Detection

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T13:16:21.523972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30f4a709-a172-41e6-a8d3-b1078a7953bc · inbound

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users cites this paper.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users DF40: Toward Next-Generation Deepfake Detection

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-05T22:03:46.398747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f204ff0-1e4d-4324-86cb-e0d64937eb78 · inbound

AEGIS: Authenticity Evaluation Benchmark for AI-Generated Video Sequences cites this paper.

AEGIS: Authenticity Evaluation Benchmark for AI-Generated Video Sequences DF40: Toward Next-Generation Deepfake Detection

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T20:20:40.415795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f7c1ed3-d8e2-491a-bf7a-1384124f87e6 · inbound

Generalizable Audio Spoofing Detection using Non-Semantic Representations cites this paper.

Generalizable Audio Spoofing Detection using Non-Semantic Representations DF40: Toward Next-Generation Deepfake Detection

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:19.374122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fee6596b-b236-4905-93d0-902147324ed3 · inbound

When Generative Replay Meets Evolving Deepfakes: Dual Confusion-Aware Regularization for Incremental Face Forgery Detection cites this paper.

When Generative Replay Meets Evolving Deepfakes: Dual Confusion-Aware Regularization for Incremental Face Forgery Detection DF40: Toward Next-Generation Deepfake Detection

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T20:51:00.320975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a576c4c-7f4c-4a73-b232-8d5ed58dc4cb · inbound

Open Set Face Forgery Detection via Dual-Level Evidence Collection cites this paper.

Open Set Face Forgery Detection via Dual-Level Evidence Collection DF40: Toward Next-Generation Deepfake Detection

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-21T17:50:26.405278Z

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.

Observation f08886fc-2334-48e7-91fd-b57db824e02d · inbound

Direct Discrepancy Replay: Distribution-Discrepancy Condensation and Manifold-Consistent Replay for Continual Face Forgery Detection cites this paper.

Direct Discrepancy Replay: Distribution-Discrepancy Condensation and Manifold-Consistent Replay for Continual Face Forgery Detection DF40: Toward Next-Generation Deepfake Detection

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:31:01.294537Z

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.

Observation d7d59f91-ce3b-48ce-ae76-ff15f56576cb · inbound

Unveiling Deepfakes: A Frequency-Aware Triple Branch Network for Deepfake Detection cites this paper.

Unveiling Deepfakes: A Frequency-Aware Triple Branch Network for Deepfake Detection DF40: Toward Next-Generation Deepfake Detection

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:46:37.179941Z

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.

Observation 2821a752-cc64-47ce-b488-793a93a6c6dd · inbound

Robust Deepfake Detection, NTIRE 2026 Challenge: Report cites this paper.

Robust Deepfake Detection, NTIRE 2026 Challenge: Report DF40: Toward Next-Generation Deepfake Detection

Reference 88

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:36:16.026351Z

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.

Observation b3ecbb4a-14c7-419e-9caf-832521a26938 · 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 DF40: Toward Next-Generation Deepfake Detection

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:13:18.732646Z

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.

Observation b53b7061-6b2f-47bb-8440-d7d883a963ff · inbound

The Regularizing Power of Language-Training Deepfake Detectors cites this paper.

The Regularizing Power of Language-Training Deepfake Detectors DF40: Toward Next-Generation Deepfake Detection

Reference 66

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T23:22:46.822321Z

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.

Observation 02284493-7310-4ba9-a9bd-91b17502d504 · inbound

SynCred-Bench: Benchmarking Synthetic Credibility in AI-Generated Visual Misinformation cites this paper.

SynCred-Bench: Benchmarking Synthetic Credibility in AI-Generated Visual Misinformation DF40: Toward Next-Generation Deepfake Detection

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-02T02:06:26.567628Z

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.

Observation 2aba09f2-97f9-4347-8278-8860f699a937 · inbound

Toward Calibrated, Fair, and accurate Deepfake Detection cites this paper.

Toward Calibrated, Fair, and accurate Deepfake Detection DF40: Toward Next-Generation Deepfake Detection

Reference 104

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T07:11:45.168749Z

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.

Observation c50fc286-500d-41a2-b6f5-c304f57eeef6 · inbound

Continuously Evolving Deepfake Detection: An Architecture and Public-Benchmark Evaluation of a Dynamic Detection System cites this paper.

Continuously Evolving Deepfake Detection: An Architecture and Public-Benchmark Evaluation of a Dynamic Detection System DF40: Toward Next-Generation Deepfake Detection

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T05:51:35.760912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04e0408c-82f6-4968-a70a-c89d5560ca2f · inbound

InfoDense: Density-Aware Regional Decisive Replay for Memory-Efficient Incremental Face Forgery Detection cites this paper.

InfoDense: Density-Aware Regional Decisive Replay for Memory-Efficient Incremental Face Forgery Detection DF40: Toward Next-Generation Deepfake Detection

Reference 182

Resolution: unresolved; no resolver link, observed 2026-08-01T19:47:44.272632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.