Paper Citation Record · LEDGER

Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2406.06965.

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

pith.paper-citation-record.v1
2406.06965 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:34:10.611597Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T13:13:18.687020Z

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 63bb2592-5ef9-4abf-92c1-c7c0ecad0edd · inbound

Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems cites this paper.

Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T14:34:10.611597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06554851-5071-4c95-82bb-bae8f4c489a0 · inbound

Evaluating Deepfake Detectors in the Wild cites this paper.

Evaluating Deepfake Detectors in the Wild Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T12:20:11.886314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2da1ff6-0ed7-4b07-b2b5-e1504fdbd827 · inbound

Visual Language Models as Zero-Shot Deepfake Detectors cites this paper.

Visual Language Models as Zero-Shot Deepfake Detectors Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T11:45:25.964923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e0d08ac-a586-45bd-99a2-ffb176ba1ccd · inbound

ForenX: Towards Explainable AI-Generated Image Detection with Multimodal Large Language Models cites this paper.

ForenX: Towards Explainable AI-Generated Image Detection with Multimodal Large Language Models Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T05:38:50.851745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a8b54b3-5b46-43a1-8ec3-95d2b56e165e · 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 Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

Reference 19

Resolution: malformed identifier; arxiv_id, observed 2026-05-11T09:11:00.506178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 547265b2-7abd-4a25-b79c-cc9b1b8cbdc4 · inbound

Deepfake Detection Generalization with Diffusion Noise cites this paper.

Deepfake Detection Generalization with Diffusion Noise Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:25:19.500953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 79591b42-5026-43b7-ad3b-f999c091da69 · inbound

Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge cites this paper.

Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:06:29.125019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9582844d-9832-4510-8fcf-d6f7c3f8feb5 · inbound

Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge cites this paper.

Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-14T19:21:19.583012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b904f4f-3974-452d-abcd-b10f0dc3073d · 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 Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:13:18.689723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c0d3187a-ff68-4503-95dc-377c0952e553 · inbound

ARMOR++: Agentic Orchestration of a Multi-Domain Primitive Set for Transferable Attacks on Deepfake Detectors cites this paper.

ARMOR++: Agentic Orchestration of a Multi-Domain Primitive Set for Transferable Attacks on Deepfake Detectors Evolving from Single-modal to Multi-modal Facial Deepfake Detection: Progress and Challenges

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T23:49:11.934526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.