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Paper Citation Record · LEDGER

DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection

As of 22 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 2026-08-21T06:32:19.484+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

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=sha256:823503d34219b3ef7f1e188e37338983b7a08c35a72f022505e6180d7da5f91e

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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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:34.144548Z digest=sha256:a706a0a9ace1608d34ade0d422261c053c858fcc5d1822bbf00d154b2424f180

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=sha256:5fa0880965aab796356e7606a581529a66008365cf21785429e6f7d520b4521d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:34.518048Z digest=sha256:1454b4592eb076dbc2bf3e0568953b58ec803631136119be757f8514ee1bbf01

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:34.627772Z digest=sha256:c5fbf87453328850b7b0d648c1097d1614ca2042f410dd710995103be974249d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:34.744641Z digest=sha256:85f585ef3fca80bde7f16f3131ee5364b272b8a1cdb699a8c0443eca07cf1705

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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unresolved
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=sha256:7d777fe49e685bac0edc59db120426eabf1dbe3c0e069fca83c868c53814f0e6

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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unresolved
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=sha256:219a1fe261e9133c7085d11f814c6ffe7850e0f08c39bdfaf1712e2ba76e2ba5

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:35.133827Z digest=sha256:d33394b435c6d2a467f894ad16123d9dc7d64f87913ed79026af0e6e866966f6

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=sha256:604a245dd958e6ba26bd411e6e3fbdb30938adb7500d7158947b07ebb1458103

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:d0e96bfbaaa21b3742ca14605f7353d18ce872a85607cfe2530e83862c97de92

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:35.686358Z digest=sha256:7d56c1f4e2f6b0367531c02faa95d99bbb42b328ebfd5fa3b4613ad04c0e86b9

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=sha256:9b3bd7a82d2440150955c83e195bd715074bd051125a2fe8a7f479c0bb91a1ae

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:35.991387Z digest=sha256:c8a201cd85a7d36919f336746597c450270146cf12a48bf80f67c47e9cf5fedc

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:36.123870Z digest=sha256:049f7c76250e119a2027ed1c2b73de9dd57d9a39e4a39aec7db9dff137366a2f

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=sha256:19446f0bffbe623d125307dc01a1909eed81fe9ca469b3f8da1d95e1f8f48800

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:eeb6981a97f4e842254e36404e6c13be6f999aeaecf25100b62f04779ab147aa

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:36.727650Z digest=sha256:c4cd4ca0d72901bb7a87572f8a3928addce49f3aa651803945398a1fac62b0b2

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=sha256:9691e5b119c7724c9b9d2dde9daa4c1e2060b48633e49a6397d56321e9919c21

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

Resolution
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:36.977932Z digest=sha256:6380001072689931b44c5b7acd76ea211197f9a5a1a33e340f7462d266ea8730

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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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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:37.036609Z digest=sha256:927ff65b2016ec2d23c61aa023c54d85a336d41f6e5814011aa85e989cc92d4f

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:37.185765Z digest=sha256:90aa646949108fa857e8c42080a0ced57fb5fb6641b803ba97747cf842970ecc

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:37.340240Z digest=sha256:39655cfca6989b45264bbffc2911c087060237fdbfc3a27d5a011cc596936f18

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:37.462225Z digest=sha256:9a33c55bb6b3777d56732ae5223b576b31a4669f005ff77df190650874bdb899

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:a426dc65eedcf2e77b9e0707962373dd7c5e427ebff87554eb74d31dc8a8f278

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:d0bf79539e9d341e08f15a396e22e7d246a504877b01d31f66275ce8abf0dc03

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:37.994764Z digest=sha256:e3b459055551191f3ff7e8197eb996c522bd3c661384a32fcbe825c91b890c81

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:38.474126Z digest=sha256:e33c97ad22f1ff82938b7e925602ca767eee6ed2996d55b33667788a7f08b866

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:38.579454Z digest=sha256:063ff0a7582e32c08e99d8988e66ef5ba5b843143007b3556d63b22c241191e1

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:38.755159Z digest=sha256:09dcbe8ad5ae50ababa24b3624d70cc33740a47ca1f86b08efe50170bf665d03

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:38.952692Z digest=sha256:42a58023b669021fec41a47700688c9133f1df1275759da4f06eaf277958d68e

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=sha256:9c0a080bd741f8f8c7d4fb89d98c214974f8be7f56a327ac89b9d640a91562dc

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:e15bce09f95551a8b95493af3dea5fb99ed814cfc289786d7ef6375dcd195862

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:e70ddeb82a0f4e1b613b5e8f20ef74852cb99f47d798b6ac27ab97551525414d

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=sha256:30bdffe05e9a933b61554fd7ac57d03a586dbf406c65d0fbd7adaac435189367

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=sha256:864864d6afa9e37a9da9aee429350cd27496b197de7c52c1879478b9aba532e8

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

Resolution
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=sha256:663d059153365f8bb2d4cd427a657e9dae402f43cf1d2d5f22963b5b201d755e

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:39.799085Z digest=sha256:8fab3872ecbf76fe5d533dc3433b0aea2ddb9ad38c98f629eb7fee477f875339

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:39.881395Z digest=sha256:49537e3cfa501cc9230a3e2098e4b3f4ac28e00fc38c8dd9c8625af143c11ef7

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=sha256:1885ddb2445a7659428a3dd0eaa407c5cbcbd0141bedf2598ed736251b98a91e

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=sha256:035f3584da77747974709d4c5e8efaf1670fdb93013f643d410d32d2eadb5b9e

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:40.294725Z digest=sha256:3a29663c4126c367eeb5a5931869d1efe4314025450f848692f8eb2f63aa6fa7

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:40.385598Z digest=sha256:a30d91ab97c8d953a2e5a881d426024451741e900c1e9ef1d401740cd4327849

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=sha256:37269be9209fa06bb9ea6f7df6c4172d001a38ab61ec6f23ef2b1196d746bb8d

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:dc02c96dde7a43d3a5f4c11c6d293ba70f5276fcbbee6eba3fc85d6bd284af5c

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:40.621662Z digest=sha256:b635a1ff1cb798501bb218c1c6f7a5a9cb34ed2d44c60b296d1fd75d7655bc50

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:40.697362Z digest=sha256:07850c5e28508dc50c2ee7223716fb0cbccb81ab353dfb544a25f40d405a34ed

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:40.766574Z digest=sha256:ea4a45e85d0049bc1b675b688c0842f442fd13e6cd0401ab20739dbeacb2fa2e

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:40.860197Z digest=sha256:ebbe51c36712a6d44f3906167bb62b5a410f246c45c5c9e9d903d38facb76856

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:f102633feba474e6c86a18e9b42397a813372648996efc96a21c2709305f7a40

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=sha256:866869e064d2c0be431a81036de744a3afdc1da079cdfef40574679020328296

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T10:18:35.280372Z digest=sha256:0ca826d7cbeb4c91586bd8f70f59fbc6fce3bf670f686b8d07068d96b0109bdb

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

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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=sha256:316a5e2439659804142ad6175c329e682f729175a4e3600d1eac1ac78fb26c80

Pith citing papers

No inbound Pith citation observations are available.