Paper Citation Record · LEDGER

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection

As of 22 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2412.13656.

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

pith.paper-citation-record.v1
2412.13656 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:58:33.169463Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

42 of 42 outbound references displayed

verified exact1
verified fuzzy2
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 403c8a28-b8e5-4ee2-85d8-49d88f22eaad · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:32.726745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4a750e3-5fc3-44f3-8a14-a1a2f0b4760c · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:34.315841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1e1c6748-9d4c-4e66-81ac-47f0e8319d42 · outbound

This paper cites G.; Keutmann, M.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection G.; Keutmann, M

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:58:34.303795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7846c1dc-00fd-4bc0-b691-447cdb708b16 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:32.738851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9b94e7b-f332-46a4-b377-6c055221ff38 · outbound

This paper cites HyperLips: Hyper Control Lips with High Resolution Decoder for Talking Face Generation.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection HyperLips: Hyper Control Lips with High Resolution Decoder for Talking Face Generation

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-11T12:58:33.319045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 463fe4f7-85e2-4a53-9ad8-6271f9758b6d · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:34.175620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3aaf091b-2135-4f5a-a934-fcc704ee6dc2 · outbound

This paper cites VoxCeleb2: Deep Speaker Recognition.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection VoxCeleb2: Deep Speaker Recognition

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:32.750132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a0c4934-9785-4660-9557-6cb85fd9e2c4 · outbound

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

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection The DeepFake Detection Challenge (DFDC) Dataset

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:32.754670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce9a98d9-154e-479b-9c1b-7f3c9cab952a · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:34.167896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e14c7676-0a0f-4aa0-9c9f-d48c448e4170 · outbound

This paper cites WaveFake: A Data Set to Facilitate Audio Deepfake Detection.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection WaveFake: A Data Set to Facilitate Audio Deepfake Detection

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:32.760603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 224b6877-53b0-436b-9c23-88c0d7e18695 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:34.160836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 41923f72-fb0a-4100-a089-d81da050b851 · outbound

This paper cites Progressive Growing of GANs for Improved Quality, Stability, and Variation.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Progressive Growing of GANs for Improved Quality, Stability, and Variation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:32.766621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a111d174-b0d6-431c-a02d-88d010547b9b · outbound

This paper cites FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:32.770164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0b42f66-80c9-44c7-9705-dae50229b6ba · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:34.048426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f2fd041e-0afd-4691-ad2d-ac3bd4fa81a5 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:34.039618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 929eeb1c-7a50-4176-8305-82953fbc50fd · outbound

This paper cites CFAD: A Chinese Dataset for Fake Audio Detection.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection CFAD: A Chinese Dataset for Fake Audio Detection

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:32.842376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f820b36-df29-4673-a818-99cb04079e44 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:34.021234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b2e67851-a65b-4832-974b-9b1dedcd71e6 · outbound

This paper cites T.; and Shrivastava, A.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection T.; and Shrivastava, A

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:58:33.916369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c71870c2-b0b4-49e2-bdd4-012cd5663604 · outbound

This paper cites VoxCeleb: a large-scale speaker identification dataset.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection VoxCeleb: a large-scale speaker identification dataset

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:33.087393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac1404db-fb00-4d6d-b57f-c1532438430a · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.905285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b299413d-d507-4d0b-80ea-b8b6ce45fe84 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.746872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5ec34e97-3ccb-42af-9e2a-0839bc36e80d · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.652381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation df2943c6-42a4-4dc8-b103-b78a2b3e5c73 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.643240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b533f3af-5569-453f-9d94-222f2fe5ea96 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.635300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0221a3eb-a05e-4a99-9500-b57d43290051 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.625935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7a5647f4-aeb6-48c5-af77-b3e9b20e4efb · outbound

This paper cites R.; Cogswell, M.; Das, A.; Vedantam, R.; Parikh, D.; and Batra, D.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection R.; Cogswell, M.; Das, A.; Vedantam, R.; Parikh, D.; and Batra, D

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:33.109754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 428bf39a-9ec4-4056-8956-d68cde785870 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.612721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d83c75ca-9b7a-44ee-9499-b6037ad4b83b · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.604187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f96ceec8-2e51-4178-a052-ba7c3e2315a1 · outbound

This paper cites Frequency-Aware Deepfake Detection: Improving Generalizability through Frequency Space Learning.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Frequency-Aware Deepfake Detection: Improving Generalizability through Frequency Space Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:33.118855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0ea3271-3958-44b9-960f-17e7bd278645 · outbound

This paper cites ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:33.122219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7ba39f8-eabe-436d-8ed6-b0c4048f39ce · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.594301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6b42ce81-f0cd-45b2-a359-1c1e4f2b92a2 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.462051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9c3c2a89-f029-45f4-a2c7-b637d50fe8c4 · outbound

This paper cites AVT2-DWF: Improving Deepfake Detection with Audio-Visual Fusion and Dynamic Weighting Strategies.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection AVT2-DWF: Improving Deepfake Detection with Audio-Visual Fusion and Dynamic Weighting Strategies

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:33.130508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f72daac4-d45c-4df0-b1b8-cf27a7fb32e9 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.381786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f40e84e7-500e-47f4-bfd9-6762f66614df · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.375035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 409b76a2-89c6-4f17-8256-9ce4a43ab176 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.366969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 98b8875c-5ef4-45e7-9770-9d9f7ec523b1 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:33.141446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d459e54-d84d-4ebe-894e-9d513b7935af · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.354699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c63e7335-4ad9-4cf9-9e4e-697d66bb7261 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.345864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 50af1a8a-7c72-4b85-bb84-bdcd1b9545a1 · outbound

This paper cites an unresolved cited work.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:58:33.337364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c85ca2d0-33e9-409c-9df8-0e8a821d3ba8 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection , " * write output.state after.block = add.period write newline

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:33.152805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1bc5ba6-f787-4db2-94fb-6be809e8f40b · outbound

This paper cites write newline.

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection write newline

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:33.169463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.