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Paper Citation Record · LEDGER

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection

As of 8 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 2026-08-07T06:34:17.273281+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:eb9e465c6a4522b333daddadaeeb1fe01b5921f84eb86eb7f759dbdfd6214d92

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:34.144548Z digest=sha256:df61338102ef2ca68c47f4746a4489a0c5a83c364b52609e87cfbf7ba9502fb6

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=sha256:52183e19053614cee87b282ac063afd77deb7d527cd6295c1541a8a62420f6bd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:34.518048Z digest=sha256:c72dfe290cb14e010ed99acb248dc4a5eebf2987a627837b2f9f12f57788e09a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:34.627772Z digest=sha256:a1fca49f1362919ba09a760ca93102647f3940e3e45077b44713bfc4366eff44

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:34.744641Z digest=sha256:642a36138d69e3862f322edd4a29231a2194ccdb9e8a93d3c9b17d64fefcdb92

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:d1e39dfd0b518200aaa6634ed29250ccf05624701edb26a82bdf3676a14f31f3

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:b9f439e090254cadba97ecb131aa90e8975bc997db9f7d52e8a17169672bc40c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:35.133827Z digest=sha256:2038f3252b8a012a72a24d9659be8884d02dc4a100f52379c346d67652ebf23d

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:18:35.408685Z digest=sha256:07aa43245a132b1235c8be17781846a12c2e298a3f8b3c9fd952748aef6db23b

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=sha256:13c2b30608dab37109ed66a595cd892bb41894ae9a6bcf270ec15bd8ae4f9e2b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:35.686358Z digest=sha256:604778c0a55b5218a048cb0213ae24d44db43a70b8fa3804301aeb05c6b86fc8

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:d733ab1025d8b8ec22080e7dfe61aee9d98fbddbdb9b363af983323b6b71392f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:35.991387Z digest=sha256:ffb342eb05f222d4074812be89e3f2801fb05c8efc48d8eab986d100f2a61521

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:36.123870Z digest=sha256:4a0b7593f986028fc0805863a833fe353c404d3da53ecd1bef984094b01f35c6

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:b1bdeb001eff1636966e2f1e9d668b0c0a9d83141c9906488d83ed8db8c2ffcf

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:bf5ea347d9f093c2b509e207f1dc3749ffda99aa30c37a1d68f9eceeb10e13fc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:36.727650Z digest=sha256:429a5843fd742a01a6695dceb8cea73afe021f7eec44854b8f38d893faf56292

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=sha256:2d91fe2060be01758a37a9f577b6a604874e793e99017569e2a784d67769b023

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:36.977932Z digest=sha256:40591b64975d977e81ba8fc824895a6c9d9d5f2e307b54ea919995f7a5188bb1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:37.036609Z digest=sha256:5c35a43cb33d92143906b09d4e68151f4b35d74df49ecada6d4432955a19a61d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:37.185765Z digest=sha256:c2a3fd025bc00cd5e10922d98d982987e4b43f2059390b4012e1b6aca317f4a7

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:37.340240Z digest=sha256:96e678b29ca63d845963b9f4c4a582b136f668b7438aa2037824b5bef3f512e3

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

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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:37.462225Z digest=sha256:071205d44d354721784925f8f2d47b19ba9bf6f12422e8aacfca3114c714cebc

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=sha256:52a86f87ab623b46390ef8753cd23119114f5dd07d1730027474074d804713a7

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:f37918e782eada587d55d59d3887c65bb9a711a50d40bb1e1c38f8ec4de5d84a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:37.994764Z digest=sha256:a507e84b5a0e4a8865eb0d602b847992b33ab1bdab78d5a5a707d2564ab03740

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:38.474126Z digest=sha256:a8dbafb80a9ed031b949a382e5b587d5227971617e1ef02eb094867505c5f542

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:38.579454Z digest=sha256:9db10013e73bcdd764a3ff5f464b294e5ca60541522a6a6cce8350a59c74ec20

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:38.755159Z digest=sha256:3baad1c777c259472bc0bdf92d1838590c04da33a7bbd7e4cdb7c8ab58c07c84

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:38.952692Z digest=sha256:6bdfd72d19f82265c35d761a25fe2de5eba1a52f186c0082fa48de73d8f0343a

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=sha256:95327495dcbe1ccd1f162c23ed7de2026a8b2c47bcdca5f2ccad393d593942a7

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=sha256:3bd02ea4fb1c2a0792f72277fe8eee5293f6a8fff8efe184fd1241aedca018f0

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:b81e4fc78e64e54d50404f51c891aac357de8fad80a2ce7f024db148a2e4f07c

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=sha256:6dd87ade38f1470b68754a7e593003833937ecb0ba3973fd7805dbad4d794540

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=sha256:948dd66c18fb1f983485c5f3a2bde6f4cbcf5168ebeb1f4de2d633b91c5b0a6f

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=sha256:66efeac151eeb6247c035378683f0d08f65ef69afebcb4a5d4b5d8099fba18b2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:39.799085Z digest=sha256:3903e482c8801a0e173792eff0725a080bbf46a0b45256dcacc1170fa4d42985

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:39.881395Z digest=sha256:500740be79100ec34e2960d4cc5c0f1f9a44491984f6d633bf7d5996fede76b6

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=sha256:93d18e83d87d695dd9a827d0ee64d3c8ae812299d5e7c4ac5650dd56f1c141d3

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=sha256:8214ccb835562835a37e003f11a4b94160b1f14548e7185cff932e318ea3e8e0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:40.294725Z digest=sha256:c4147404c8ad0a23207537f3e86c549a2b6186910f32b39156cd81e16149f0aa

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:40.385598Z digest=sha256:71896a7483992494c279c85bff86d385052afa73e5f74ad464537f9843e12486

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=sha256:4637dada1c9eaabbe0267e42c49646ae2aebc989117264c92d55f542b6564dc8

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=sha256:23011b96667e66bbdd790a0614dd9b685dc86f6775dc679721398a762faac41b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:40.621662Z digest=sha256:3ea3573e03ef9f9f3359816d8f3a3a2f2106244d2ddf26bcc978edc062018528

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:40.697362Z digest=sha256:1bee255bd82ccfaa43e66bd38c76ecf5ef69447dc81dfada4a0fb5cc3accbe7d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:40.766574Z digest=sha256:3fe9a15c113c781f64da75e38e28bb3de93a18392231ef97698c990173d21ec0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:40.860197Z digest=sha256:fb81879c437e0d271c0d08353bdfcf9663f24110f50c0e2f00f7d73367402e0f

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:a6218abb67f6a0cc47669128819b8ad8627ca4f33a76fd372d8c30b8f7c0700d

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:d8f04c39211eeb00e9020dfe3888eddbccc6b996c063460f3a353422794152dd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:18:35.280372Z digest=sha256:7a055d36b227abccb98f35845d6d6c88f8be1745a0b5c80633ff4280abd2e563

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=sha256:94528718f14f248a48ad3719f604a7c8c999488fc75c03fbf3ec844d5149e5c5

Pith citing papers

No inbound Pith citation observations are available.