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Paper Citation Record · LEDGER

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection

As of 14 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2506.05851.

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

pith.paper-citation-record.v1
2506.05851 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:18:40.860197Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

53 of 53 outbound references displayed

  • verified exact5
  • verified fuzzy19
  • unresolved25
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 137a5580-54bc-46c3-a17b-01fa312a7735 · outbound

This paper cites Senior, Oriol Vinyals, and Andrew Zisser- man.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Senior, Oriol Vinyals, and Andrew Zisser- man

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:34.040956Z digest=sha256:9b67f34048c776ebba8459b6c68123cad5da0f9daa3fa22a79e3886e27dfc205

Observation 391d8aed-ff5c-4f69-9c05-6ad947eb7f4b · outbound

This paper cites Detecting deep-fake videos from phoneme-viseme mismatches.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Detecting deep-fake videos from phoneme-viseme mismatches

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-07T10:18:50.077697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:34.144548Z digest=sha256:96c5307485698b3ac2940052c09b2f77a8c9b285c82e59aff5b940e0615611e5

Observation c5ab2175-98ce-4bf8-9ea2-f91fcf616805 · outbound

This paper cites The DeepSpeak Dataset.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection The DeepSpeak Dataset

Reference 3

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no resolver link, observed 2026-08-07T10:18:34.419801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:34.419801Z digest=sha256:60a4123be09b425871d4d2b5c3e74d021b5868614c763f13dc4a6547b54e47cc

Observation 71e7f34b-180b-4746-9d74-fb0bd3a3b8a2 · outbound

This paper cites Lost in translation: Lip-sync deepfake detection from audio- video mismatch.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Lost in translation: Lip-sync deepfake detection from audio- video mismatch

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-07T10:18:49.846823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:34.518048Z digest=sha256:533ce72866f29f6c26534007272a96e0018f2269a21e257561eb6e75f687f490

Observation 11a88e2c-7f21-4cc4-b4a7-e90c760db9d6 · outbound

This paper cites Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning.To appear in CVPR, 2025.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning.To appear in CVPR, 2025

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-07T10:18:49.569037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:34.627772Z digest=sha256:ed11ee053b7f1ebd962282633ffa73df9cf4cc02c3de40c8574807be1645a376

Observation fb4dd59d-341d-4699-acff-e1bb683953ad · outbound

This paper cites Do you really mean that? content driven audio-visual deepfake dataset and multimodal method for temporal forgery localization.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Do you really mean that? content driven audio-visual deepfake dataset and multimodal method for temporal forgery localization

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-07T10:18:49.251817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:34.744641Z digest=sha256:0acf482f3982e0485c8be73e46d801a14412bde515f8c1bdffb3332562a7307f

Observation 89acdd4a-85c0-4e88-8425-db31d6137f7d · outbound

This paper cites Av-deepfake1m: A large-scale llm-driven audio-visual deepfake dataset.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Av-deepfake1m: A large-scale llm-driven audio-visual deepfake dataset

Reference 7

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no resolver link, observed 2026-08-07T10:18:34.900423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:34.900423Z digest=sha256:59357740ca89c73571e77df596e0aba7394561fe0fd5853f9a346ad1a7496e62

Observation b438945d-eb13-4c3f-8af5-080004ef07f9 · outbound

This paper cites Trusted media challenge dataset and user study.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Trusted media challenge dataset and user study

Reference 8

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no resolver link, observed 2026-08-07T10:18:35.020180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:35.020180Z digest=sha256:2d600e7d3a06d01910046225601b208cf5feb6cd5102b76a3d0370f942032a9d

Observation 3c8b1e7d-e1fe-416b-8a71-9616440fd572 · outbound

This paper cites V oice-face homogeneity tells deepfake.ACM Trans.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection V oice-face homogeneity tells deepfake.ACM Trans

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-07T10:18:48.972000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:35.133827Z digest=sha256:df8d33d1a02a102ff0b1559bd7a926f3840ff8e2cda1969ddaab2577d2f384be

Observation 3806f93c-6950-4cbc-ae85-995f0582eae6 · outbound

This paper cites Videoretalking: Audio-based lip synchronization for talking head video editing in the wild.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Videoretalking: Audio-based lip synchronization for talking head video editing in the wild

Reference 10

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no resolver link, observed 2026-08-07T10:18:35.408685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:35.408685Z digest=sha256:edd733e1ab59d500ce44378b1e0cd32f0056678025c966d121168eb14fada325

Observation 3fba45a1-227d-4c02-a7cb-0a40b8dc8933 · outbound

This paper cites Not made for each other- audio-visual dissonance-based deepfake detection and localization.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Not made for each other- audio-visual dissonance-based deepfake detection and localization

Reference 11

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no resolver link, observed 2026-08-07T10:18:35.527022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:35.527022Z digest=sha256:fc00203ef82a09b28e2f3982baf8cf2ca95b96b91bce6d22d19d596f21a2f9fc

Observation 1ee450fe-2506-44c7-aeb1-4ecdcaea66cb · outbound

This paper cites an unresolved cited work.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:48.657179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:35.686358Z digest=sha256:a038e3dcf559ea2a2ec995b2944b54cfdc952cabc4da0431c6c651979c96d43b

Observation 4fb05eb3-63b2-4f99-94dd-b2250659033f · outbound

This paper cites The Deepfake Detection Challenge (DFDC) Preview Dataset.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection The Deepfake Detection Challenge (DFDC) Preview Dataset

Reference 13

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unresolved
no resolver link, observed 2026-08-07T10:18:35.823824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:35.823824Z digest=sha256:82906d6c10ce868eec39ff83b44af5d5533c297658e0a9216b063f71827e49cf

Observation 550595e7-6821-4d0a-9178-d31a11ef109e · outbound

This paper cites ElevenLabs: Free Text to Speech & AI Voice Generator.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection ElevenLabs: Free Text to Speech & AI Voice Generator

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-07T10:18:48.367499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:35.991387Z digest=sha256:43e827e254d758a52fba83003d0e25780d459ac094d295414bc9fd26028f1fe5

Observation 1e426f45-ccae-4559-b885-cdc6124083b4 · outbound

This paper cites Self-supervised video forensics by audio-visual anomaly detection.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Self-supervised video forensics by audio-visual anomaly detection

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:48.009313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:36.123870Z digest=sha256:ea519bfca620b0e11a2d68ac6e46e1fb85eebaa1397f1cec3c392df159e2592d

Observation 7bf25df6-d26f-4dbf-8e19-cf8922e84231 · outbound

This paper cites an unresolved cited work.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-07T10:18:36.280656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:36.280656Z digest=sha256:ed6f3556a489b5282ca849151f462c341232059b3af46791e8cebd5986f1d909

Observation 44130256-47ba-405b-867d-34fe04e45508 · outbound

This paper cites Spatiotemporal inconsistency learning for deepfake video detection.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Spatiotemporal inconsistency learning for deepfake video detection

Reference 17

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unresolved
no resolver link, observed 2026-08-07T10:18:36.414438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:36.414438Z digest=sha256:9cde1a4ee64f6b8c45f68b91c6f31e2e25a76abd224c2081b02ff014c6ac9dc5

Observation 2287872a-fb16-4e1a-b5a7-56a913bb8864 · outbound

This paper cites Leveraging real talking faces via self-supervision for robust forgery detection.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Leveraging real talking faces via self-supervision for robust forgery detection

Reference 19

Resolution
verified exact
raw_fallback, observed 2026-08-07T10:18:43.182725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:36.727650Z digest=sha256:2fd4bebcced8b316b444ff48db85fe47fa9e455b33c2fbca6ae85296a089c7f8

Observation f2571ef6-a702-4a8b-b719-ca962c4465d2 · outbound

This paper cites Forgerynet: A versatile benchmark for comprehensive forgery analysis.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Forgerynet: A versatile benchmark for comprehensive forgery analysis

Reference 20

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unresolved
no resolver link, observed 2026-08-07T10:18:36.840206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:36.840206Z digest=sha256:bb8aeed289a2fbd53f9d2860456d22c6964885f9c80dbc3bd7a47a51121c8fab

Observation 5cec82e8-4ef9-4aab-8b1c-b9180840ec97 · outbound

This paper cites PolyGlotFake: A Novel Multilingual and Multimodal DeepFake Dataset.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection PolyGlotFake: A Novel Multilingual and Multimodal DeepFake Dataset

Reference 21

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verified exact
local_arxiv, observed 2026-08-07T10:18:41.297397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:36.977932Z digest=sha256:f847f75b143583d5ef9aa364049e529c807ed7d3c2b2c4b77af702edd5c0feee

Observation e965ea21-0790-4c61-b9ad-22ab694cd5e3 · outbound

This paper cites Deepfakes and their impact on society, Feb 2024.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Deepfakes and their impact on society, Feb 2024

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-07T10:18:47.692602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:37.036609Z digest=sha256:c91a073b96a1b77e9d2f9ab1031ab9476adfe6bf9e37fdec8e3ae3e26345a694

Observation 1568a3ee-c208-45b7-8c42-949c5ea49ee4 · outbound

This paper cites Weiss, Quan Wang, Jonathan Shen, Fei Ren, Zhifeng Chen, Patrick Nguyen, Ruoming Pang, Ignacio López-Moreno, and Yonghui Wu.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Weiss, Quan Wang, Jonathan Shen, Fei Ren, Zhifeng Chen, Patrick Nguyen, Ruoming Pang, Ignacio López-Moreno, and Yonghui Wu

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-07T10:18:47.378731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:37.185765Z digest=sha256:6f6a3064715b221238b80eb9dd067f781cbc36861a0be39e1707329e884fb523

Observation 0c80c111-ad3e-4630-9443-2e89293ce9d5 · outbound

This paper cites Revisiting generalizability in deepfake detection: Improving metrics and stabilizing transfer.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Revisiting generalizability in deepfake detection: Improving metrics and stabilizing transfer

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:47.093958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:37.340240Z digest=sha256:8e60e9d7f908c0a9f778e0fffefe112517b537e666ba39e4b48efe0a61d94af8

Observation 9b2ffe8b-0cc3-4926-bd6d-db2fb6322b15 · outbound

This paper cites an unresolved cited work.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:46.748930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:37.462225Z digest=sha256:4d98e4c4e90aae4a6f8d77d21a28c2c5e695e5083dd20bd3a2d8b9662a5c0fd9

Observation 43e10c6a-d2d0-44a2-95c9-2cf90bcadf9c · outbound

This paper cites Fast face-swap using con- volutional neural networks.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Fast face-swap using con- volutional neural networks

Reference 26

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malformed identifier
no resolver link, observed 2026-08-07T10:18:37.662506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:37.662506Z digest=sha256:af4e9b63f4aac4626cca26b2132eb8dedf8ec270f3e3efa1a7ec4f508523f683

Observation 96394362-d0dc-478a-bf7d-d7b9b080d66c · outbound

This paper cites DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization

Reference 27

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unresolved
no resolver link, observed 2026-08-07T10:18:37.830717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:37.830717Z digest=sha256:721a8ea50adcef702ddc0780f574f11000539dd934d71be5e4ca3fb0148287a0

Observation 03a3f80c-a08a-454c-894f-1b5f31d40cbd · outbound

This paper cites Kodf: A large-scale korean deepfake detection dataset.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Kodf: A large-scale korean deepfake detection dataset

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:46.437415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:37.994764Z digest=sha256:45a4a8e370217390721955380e8e3e2e3e308be92a2919b106ac49d2ad77402b

Observation e3fce336-49f9-420d-8d68-205964c00070 · outbound

This paper cites Speechforensics: Audio-visual speech represen- tation learning for face forgery detection.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Speechforensics: Audio-visual speech represen- tation learning for face forgery detection

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:46.188229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:38.474126Z digest=sha256:4a8db9aacd39e86f8d5c0534a52988fff95e2dbade2459a91502ecebc8977dfc

Observation ae3834d0-e49d-47fb-ae37-6eba138d6cf4 · outbound

This paper cites Lips are lying: Spotting the temporal inconsistency between audio and visual in lip-syncing deepfakes.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Lips are lying: Spotting the temporal inconsistency between audio and visual in lip-syncing deepfakes

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:45.975597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:38.579454Z digest=sha256:885cf70ef30b15fbcbc06415114362875b468bc351ba7eced90fcf0f7e2da699

Observation 4bf0d71d-cfb8-4fb8-85f6-3ba254e11c2b · outbound

This paper cites Emotions don’t lie: An audio-visual deepfake detection method using affective cues.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Emotions don’t lie: An audio-visual deepfake detection method using affective cues

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:45.762206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:38.755159Z digest=sha256:2d5b816367f6f97b662a0b4fd44e9a169625f2f05379cd14c2aa50cf7888fd97

Observation 754a0db5-4509-4c03-89e3-e11c5c2b8c0c · outbound

This paper cites Df-platter: Multi-face heterogeneous deepfake dataset.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Df-platter: Multi-face heterogeneous deepfake dataset

Reference 33

Resolution
verified exact
raw_fallback, observed 2026-08-07T10:18:42.849268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:38.952692Z digest=sha256:82a0bdd49e2fca8c4f881a71bc12f9d9e29dab985288781eae530ba437ffe98c

Observation e0742caa-fdfb-4b25-8e85-ea301dcf5c9d · outbound

This paper cites BYOL for audio: Self-supervised learning for general-purpose audio representation.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection BYOL for audio: Self-supervised learning for general-purpose audio representation

Reference 34

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unresolved
no resolver link, observed 2026-08-07T10:18:39.097410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:39.097410Z digest=sha256:1484cdf77a7966ac7768cff96867cfcc8cfeb6f06998cf091dfe5bb33340c15c

Observation e89a7697-22d6-4497-af9b-48f585966a2a · outbound

This paper cites FSGAN: subject agnostic face swapping and reenactment.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection FSGAN: subject agnostic face swapping and reenactment

Reference 35

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malformed identifier
no resolver link, observed 2026-08-07T10:18:39.234661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:39.234661Z digest=sha256:41e4ac8543d58cc1f3c11c4e52ae0f6d0e47569d1dc8749be09f58d8f62f3c44

Observation e9b7e56b-75c3-4e75-b4d8-6b72b3b0171d · outbound

This paper cites A VFF: audio-visual feature fusion for video deep- fake detection.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection A VFF: audio-visual feature fusion for video deep- fake detection

Reference 36

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unresolved
no resolver link, observed 2026-08-07T10:18:39.343411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:39.343411Z digest=sha256:85271dfb434c92d72f1530253a4e27de9f192def71f475fac109f922bcb5f3de

Observation 8525d7f7-0d25-4e89-b38a-3f67fc0098d1 · outbound

This paper cites an unresolved cited work.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work

Reference 37

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unresolved
no resolver link, observed 2026-08-07T10:18:39.434600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:39.434600Z digest=sha256:f2ddf24f8fc9dd2b735e40df08cf77267034b8e6334253635861df06482fb0c9

Observation 228e61de-e17a-469f-aece-520079c1ad5f · outbound

This paper cites Multimodaltrace: Deepfake detection using audiovisual representation learning.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Multimodaltrace: Deepfake detection using audiovisual representation learning

Reference 38

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unresolved
no resolver link, observed 2026-08-07T10:18:39.576824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:39.576824Z digest=sha256:1f1ea13c6a68e857c90796f4c29ebb783957e03b7db1b4ea3195bce6bcb9a7f4

Observation 51baf870-57bd-40ca-85e3-30826a359ac7 · outbound

This paper cites Faceforensics++: Learning to detect manipulated facial images.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Faceforensics++: Learning to detect manipulated facial images

Reference 39

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malformed identifier
no resolver link, observed 2026-08-07T10:18:39.675418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:39.675418Z digest=sha256:ff0b4c5689c1b80551274d547ab9643cea249ceefef65005d4f1fcc5bfabe653

Observation f4c909d7-ae70-47ab-b9d4-d9b9e97e3685 · outbound

This paper cites Facefusion.https://github.com/facefusion/facefusion, 2024.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Facefusion.https://github.com/facefusion/facefusion, 2024

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:45.539321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:39.799085Z digest=sha256:c7ccc77cca51cb91c45801c01e5ca264fd70a7ea34562bbe1deaef836951f2e8

Observation c60b9fc1-9ce8-4a09-8700-f2a8ba2e0276 · outbound

This paper cites an unresolved cited work.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work

Reference 41

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T10:18:42.107402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:39.881395Z digest=sha256:7511ff7666fe13bf23083cfac997d77427a2737f2c7ad0669697691ddcd626c5

Observation dc4fa2ff-1c45-4880-b240-6d4a3d230ae6 · outbound

This paper cites Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:39.977883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:39.977883Z digest=sha256:8d0d678a264084c1d34137aa06106255bb939eb394f91c47ae00f0dcf5c9ba6c

Observation b9f2c399-abe0-43e3-946b-4c0adcea4a2e · outbound

This paper cites A closer look at spatiotemporal convolutions for action recognition.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection A closer look at spatiotemporal convolutions for action recognition

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:40.238556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:40.238556Z digest=sha256:21deba13288efd8c3c895574b159ee9e214ace1c9a1a7c7207e469f3beb0ba3a

Observation bddfc92f-ec1d-4dd9-9fed-1d30545f29c8 · outbound

This paper cites Deepfakes audio detection leveraging audio spectrogram and convolutional neural networks.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Deepfakes audio detection leveraging audio spectrogram and convolutional neural networks

Reference 44

Resolution
verified exact
doi, observed 2026-08-07T10:18:40.996484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:40.294725Z digest=sha256:41a950c0f96749e5fdf935a1f8a43d3f4614595163d4839a5982e8ecd0b99f10

Observation a83e6824-73e2-4ef0-a2d9-82b2a48369c1 · outbound

This paper cites Abc-capsnet: Attention based cascaded capsule network for audio deepfake detection.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Abc-capsnet: Attention based cascaded capsule network for audio deepfake detection

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:45.304466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:40.385598Z digest=sha256:565059c136d5691df82774dc0602b44d5f62b1615e9c7a6660373f09a1954e1b

Observation 46def09e-f4c3-495b-9cc4-e5e586cbecd5 · outbound

This paper cites Audio deepfake detection system with neural stitching for ADD 2022.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Audio deepfake detection system with neural stitching for ADD 2022

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:40.494965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:40.494965Z digest=sha256:db2365919d1e8659630abdc950c4142b912f42caae78c73531184d7db8ce6275

Observation 72324672-143b-4265-98a6-51a2a96795e4 · outbound

This paper cites Avoid-df: Audio-visual joint learning for detecting deepfake.IEEE Trans.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Avoid-df: Audio-visual joint learning for detecting deepfake.IEEE Trans

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:40.532283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:40.532283Z digest=sha256:400d11847220b45ff29e37debd276141fd20fbb03f63698e8cdd363ba95b14a3

Observation 15d6c69a-8c75-46c0-81b1-fc7b71a009cd · outbound

This paper cites Joint face detection and alignment using multitask cascaded convolutional networks.IEEE signal processing letters, 23(10): 1499–1503, 2016.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Joint face detection and alignment using multitask cascaded convolutional networks.IEEE signal processing letters, 23(10): 1499–1503, 2016

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:45.002570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:40.621662Z digest=sha256:c2bfd9be618ba997b2033f502c14a4ba91a89aa1a85f2bf0e3fba5c5e5432c08

Observation 5bd5cf4a-11af-4f7a-bd31-9ee4101235b5 · outbound

This paper cites Exploring temporal coherence for more general video face forgery detection.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Exploring temporal coherence for more general video face forgery detection

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:44.715333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:40.697362Z digest=sha256:041cb25e6ccc41e5a39adc2b5343a0ecbc9181b09d3cfd0062ac263de5521a0e

Observation 228876f4-7a32-4c66-9459-21f024b91279 · outbound

This paper cites an unresolved cited work.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:18:44.419252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:40.766574Z digest=sha256:6a776cf7a3b7e158b4f02f11a62300a707ea363c0cdab1bd858e68adf197340d

Observation c71c2684-7bc1-4615-b752-e8678f7d6328 · outbound

This paper cites real”/“fake.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection real”/“fake

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:18:44.136851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:40.860197Z digest=sha256:7163af7c36ba90d50a9c6112c7d61284ff90f313a11efda44ec24e1e805ef2e5

Observation 86d7a5a5-92a7-47e3-bac2-c46bd06143ca · outbound

This paper cites The AVA-Kinetics Localized Human Actions Video Dataset.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection The AVA-Kinetics Localized Human Actions Video Dataset

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:38.362189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:38.362189Z digest=sha256:b8f738f598c6b63ebab119bdf7c872fc43359b962cb4b84d933de2588cbf8988

Observation 6cdee18e-af0b-4dca-be3f-381beda201c1 · outbound

This paper cites Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:40.105687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:40.105687Z digest=sha256:6d046edb8688f06d48db53eca9aa01cf99fad2b66491139d97a01903877b8146

Observation 2c94da56-2dee-498f-beae-b0b40bdf9276 · outbound

This paper cites URLhttps://doi.org/10.1145/3625231.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection URLhttps://doi.org/10.1145/3625231

Reference 2024

Resolution
verified exact
doi, observed 2026-08-07T10:18:41.519765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T10:18:35.280372Z digest=sha256:54a500a2617463020c88ffa8883bb15644c345f22ad1f948fc9526f4e64c9a6b

Observation 43e8d5ad-f28d-41d9-b219-91e7264c234b · outbound

This paper cites doi: 10.1109/CVPRW50498.2020.00338.

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection doi: 10.1109/CVPRW50498.2020.00338

Reference 2822

Resolution
unresolved
no resolver link, observed 2026-08-07T10:18:34.285971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:34.285971Z digest=sha256:7c65aabd758dc26c91261235575d62351cb9788bd752f89b2910a31e83e49a8d

Pith citing papers

No inbound Pith citation observations are available.