Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:18:40.860197Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:18:40.860197Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 137a5580-54bc-46c3-a17b-01fa312a7735 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Senior, Oriol Vinyals, and Andrew Zisser- man
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 391d8aed-ff5c-4f69-9c05-6ad947eb7f4b · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Detecting deep-fake videos from phoneme-viseme mismatches
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c5ab2175-98ce-4bf8-9ea2-f91fcf616805 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection The DeepSpeak Dataset
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71e7f34b-180b-4746-9d74-fb0bd3a3b8a2 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Lost in translation: Lip-sync deepfake detection from audio- video mismatch
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 11a88e2c-7f21-4cc4-b4a7-e90c760db9d6 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fb4dd59d-341d-4699-acff-e1bb683953ad · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 89acdd4a-85c0-4e88-8425-db31d6137f7d · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Av-deepfake1m: A large-scale llm-driven audio-visual deepfake dataset
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b438945d-eb13-4c3f-8af5-080004ef07f9 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Trusted media challenge dataset and user study
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c8b1e7d-e1fe-416b-8a71-9616440fd572 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection V oice-face homogeneity tells deepfake.ACM Trans
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3806f93c-6950-4cbc-ae85-995f0582eae6 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Videoretalking: Audio-based lip synchronization for talking head video editing in the wild
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fba45a1-227d-4c02-a7cb-0a40b8dc8933 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Not made for each other- audio-visual dissonance-based deepfake detection and localization
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ee450fe-2506-44c7-aeb1-4ecdcaea66cb · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4fb05eb3-63b2-4f99-94dd-b2250659033f · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection The Deepfake Detection Challenge (DFDC) Preview Dataset
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 550595e7-6821-4d0a-9178-d31a11ef109e · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection ElevenLabs: Free Text to Speech & AI Voice Generator
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1e426f45-ccae-4559-b885-cdc6124083b4 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Self-supervised video forensics by audio-visual anomaly detection
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7bf25df6-d26f-4dbf-8e19-cf8922e84231 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44130256-47ba-405b-867d-34fe04e45508 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Spatiotemporal inconsistency learning for deepfake video detection
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2287872a-fb16-4e1a-b5a7-56a913bb8864 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Leveraging real talking faces via self-supervision for robust forgery detection
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f2571ef6-a702-4a8b-b719-ca962c4465d2 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Forgerynet: A versatile benchmark for comprehensive forgery analysis
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cec82e8-4ef9-4aab-8b1c-b9180840ec97 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection PolyGlotFake: A Novel Multilingual and Multimodal DeepFake Dataset
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e965ea21-0790-4c61-b9ad-22ab694cd5e3 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Deepfakes and their impact on society, Feb 2024
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1568a3ee-c208-45b7-8c42-949c5ea49ee4 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0c80c111-ad3e-4630-9443-2e89293ce9d5 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Revisiting generalizability in deepfake detection: Improving metrics and stabilizing transfer
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9b2ffe8b-0cc3-4926-bd6d-db2fb6322b15 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 43e10c6a-d2d0-44a2-95c9-2cf90bcadf9c · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Fast face-swap using con- volutional neural networks
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96394362-d0dc-478a-bf7d-d7b9b080d66c · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03a3f80c-a08a-454c-894f-1b5f31d40cbd · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Kodf: A large-scale korean deepfake detection dataset
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e3fce336-49f9-420d-8d68-205964c00070 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Speechforensics: Audio-visual speech represen- tation learning for face forgery detection
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ae3834d0-e49d-47fb-ae37-6eba138d6cf4 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4bf0d71d-cfb8-4fb8-85f6-3ba254e11c2b · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Emotions don’t lie: An audio-visual deepfake detection method using affective cues
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 754a0db5-4509-4c03-89e3-e11c5c2b8c0c · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Df-platter: Multi-face heterogeneous deepfake dataset
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e0742caa-fdfb-4b25-8e85-ea301dcf5c9d · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection BYOL for audio: Self-supervised learning for general-purpose audio representation
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e89a7697-22d6-4497-af9b-48f585966a2a · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection FSGAN: subject agnostic face swapping and reenactment
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9b7e56b-75c3-4e75-b4d8-6b72b3b0171d · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection A VFF: audio-visual feature fusion for video deep- fake detection
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8525d7f7-0d25-4e89-b38a-3f67fc0098d1 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 228e61de-e17a-469f-aece-520079c1ad5f · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Multimodaltrace: Deepfake detection using audiovisual representation learning
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51baf870-57bd-40ca-85e3-30826a359ac7 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Faceforensics++: Learning to detect manipulated facial images
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4c909d7-ae70-47ab-b9d4-d9b9e97e3685 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Facefusion.https://github.com/facefusion/facefusion, 2024
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c60b9fc1-9ce8-4a09-8700-f2a8ba2e0276 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dc4fa2ff-1c45-4880-b240-6d4a3d230ae6 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9f2c399-abe0-43e3-946b-4c0adcea4a2e · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection A closer look at spatiotemporal convolutions for action recognition
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bddfc92f-ec1d-4dd9-9fed-1d30545f29c8 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Deepfakes audio detection leveraging audio spectrogram and convolutional neural networks
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a83e6824-73e2-4ef0-a2d9-82b2a48369c1 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Abc-capsnet: Attention based cascaded capsule network for audio deepfake detection
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 46def09e-f4c3-495b-9cc4-e5e586cbecd5 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Audio deepfake detection system with neural stitching for ADD 2022
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72324672-143b-4265-98a6-51a2a96795e4 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Avoid-df: Audio-visual joint learning for detecting deepfake.IEEE Trans
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15d6c69a-8c75-46c0-81b1-fc7b71a009cd · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5bd5cf4a-11af-4f7a-bd31-9ee4101235b5 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Exploring temporal coherence for more general video face forgery detection
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 228876f4-7a32-4c66-9459-21f024b91279 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c71c2684-7bc1-4615-b752-e8678f7d6328 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection real”/“fake
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 86d7a5a5-92a7-47e3-bac2-c46bd06143ca · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection The AVA-Kinetics Localized Human Actions Video Dataset
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6cdee18e-af0b-4dca-be3f-381beda201c1 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c94da56-2dee-498f-beae-b0b40bdf9276 · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection URLhttps://doi.org/10.1145/3625231
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 43e8d5ad-f28d-41d9-b219-91e7264c234b · outbound
DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection doi: 10.1109/CVPRW50498.2020.00338
Reference 2822
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.