Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T20:28:12.015000Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 100 of 158 outbound references and 2 inbound Pith citation observations for arXiv:2502.09812.
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 2026-08-07T20:28:12.015000Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T08:04:20.543848Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-09T07:36:04.432342Z
100 of 158 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 262c1e40-6aa8-45d6-b201-6928e0ff6409 · outbound
Face Deepfakes -- A Comprehensive Review The global risks report 2024,
Reference 1
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Observation a2c05a63-d99f-47c9-afaf-f683d9581db7 · outbound
Face Deepfakes -- A Comprehensive Review Pov: America’s greatest national security threat
Reference 2
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Observation 690428a9-d58a-44fc-a1d0-724a6683993f · outbound
Face Deepfakes -- A Comprehensive Review A literature review and perspectives in deepfakes: generation, detection, and applications,
Reference 3
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Observation c98a6c9e-dff6-4091-a0a0-23a7003e3492 · outbound
Face Deepfakes -- A Comprehensive Review Deep learning for deepfakes creation and detection: A survey,
Reference 4
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Observation f37a5f2f-31f9-4412-8b54-b3820e608547 · outbound
Face Deepfakes -- A Comprehensive Review Deepfake on face and expression swap: A review,
Reference 5
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Observation a634fb7b-adb7-4404-a864-f88f9b84fe3d · outbound
Face Deepfakes -- A Comprehensive Review Deepfakes generation and detection: State-of-the-art, open challenges, countermeasures, and way forward,
Reference 6
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Observation caf61213-18f9-46d4-a516-a544f0149991 · outbound
Face Deepfakes -- A Comprehensive Review A survey on the detection and impacts of deepfakes in visual, audio, and textual formats,
Reference 7
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Observation a946cbe8-3c99-438d-94b9-bb57676468cc · outbound
Face Deepfakes -- A Comprehensive Review Deepfake generation and detection: Case study and challenges,
Reference 8
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Observation f2632ad0-5c43-4a16-9432-34d8207b9ebe · outbound
Face Deepfakes -- A Comprehensive Review Deepfake detection: A comprehensive survey from the reliability perspective,
Reference 9
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Observation afb8de03-1b50-4124-96aa-7ceec6c7d43b · outbound
Face Deepfakes -- A Comprehensive Review Deepfake de- tection using deep learning methods: A systematic and comprehensive review,
Reference 10
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Observation 35f435f2-d24d-41e4-8fbb-cf11b75324bd · outbound
Face Deepfakes -- A Comprehensive Review A review of deep learning- based approaches for deepfake content detection,
Reference 11
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Observation 53ac0a84-e728-4625-a144-c3d0faf10a79 · outbound
Face Deepfakes -- A Comprehensive Review A systematic literature review on deepfake detection techniques,
Reference 12
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Observation f3515c06-fe59-4839-9108-3f32a3a7cd1d · outbound
Face Deepfakes -- A Comprehensive Review The creation and detection of deepfakes: A survey,
Reference 13
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Observation 995e9817-e8b6-4822-8e1c-e72c7f0d8f99 · outbound
Face Deepfakes -- A Comprehensive Review How can research on artificial empathy be enhanced by applying deepfakes?
Reference 14
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Observation 8a7b110e-b941-4d48-a747-3edb21ba4a3e · outbound
Face Deepfakes -- A Comprehensive Review The next wave of scams will be deepfake video calls from your boss,
Reference 15
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Observation c38aaff7-951e-4b83-bb6a-a6be2c2cc213 · outbound
Face Deepfakes -- A Comprehensive Review Multimodal approach for deepfake detection,
Reference 16
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Observation 55a4e3a3-e3ab-42c6-a9d0-c90f1ffd4589 · outbound
Face Deepfakes -- A Comprehensive Review Audio-visual face reenactment,
Reference 17
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Observation b2aadcf4-186f-4e5f-976d-92ec7ba05863 · outbound
Face Deepfakes -- A Comprehensive Review DeepFaceLab: Integrated, flexible and extensible face-swapping framework
Reference 18
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Observation 2a441045-5f79-4e42-b94c-7e0f7b9814c5 · outbound
Face Deepfakes -- A Comprehensive Review Github, “Dfaker,” 2017, accessed on 01 12, 2024
Reference 19
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Observation a64589b2-9c17-45e4-ad54-6766d514ddd7 · outbound
Face Deepfakes -- A Comprehensive Review Mofa: Model-based deep convolutional face autoencoder for unsupervised monocular reconstruction,
Reference 20
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Observation 7749047b-4b37-40c5-bf9f-db6d79a24355 · outbound
Face Deepfakes -- A Comprehensive Review Reenactgan: Learning to reenact faces via boundary transfer,
Reference 21
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Observation e401c297-15ee-4017-b720-2b07dc3c8cd1 · outbound
Face Deepfakes -- A Comprehensive Review Multimodal inputs driven talking face generation with spatial–temporal dependency,
Reference 22
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Observation 37afa5d9-433c-4719-ae2d-0f68d2fec130 · outbound
Face Deepfakes -- A Comprehensive Review Unpaired image-to-image translation using cycle-consistent adversarial networks,
Reference 23
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Observation c236f111-e587-4ca2-bd16-0572053cf520 · outbound
Face Deepfakes -- A Comprehensive Review Face Transfer with Generative Adversarial Network
Reference 24
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Observation df1b8a5b-0819-4d2f-bac5-68c5d65b712a · outbound
Face Deepfakes -- A Comprehensive Review Faceformer: Speech- driven 3d facial animation with transformers,
Reference 25
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Observation c2a173dd-d661-4cce-8937-43a64f6d1960 · outbound
Face Deepfakes -- A Comprehensive Review Emotionally enhanced talking face generation,
Reference 26
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Observation 40037836-ddbb-43a5-9195-d37962f1d40e · outbound
Face Deepfakes -- A Comprehensive Review One-shot free-view neural talking-head synthesis for video conferencing,
Reference 27
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Observation 583f7c5a-ee11-4b7f-9cf3-217fe76ea0f5 · outbound
Face Deepfakes -- A Comprehensive Review That’s what i said: Fully-controllable talking face generation,
Reference 28
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Observation aa633bf3-f2bb-4901-b1dd-681faabb7d72 · outbound
Face Deepfakes -- A Comprehensive Review Text-image guided diffusion model for generating deepfake celebrity interactions,
Reference 29
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Observation 4233bbf8-f180-4b22-97eb-84ca1f54c578 · outbound
Face Deepfakes -- A Comprehensive Review Multimodal-driven talking face generation via a unified diffusion- based generator,
Reference 30
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Observation c7a27a2a-e85f-4d73-9634-1329f1e6a8ff · outbound
Face Deepfakes -- A Comprehensive Review Diffusion-GAN: Training GANs with Diffusion
Reference 31
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Observation 42172f6c-6702-4a37-b880-ce33bd966a54 · outbound
Face Deepfakes -- A Comprehensive Review First order motion model for image animation,
Reference 32
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Observation 60ca588e-3456-4ea1-a099-68fd3a0e47bd · outbound
Face Deepfakes -- A Comprehensive Review Openface: A general-purpose face recognition library with mobile applications,
Reference 33
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Observation 89251cdc-5e31-4b3e-a194-ea15323efbe8 · outbound
Face Deepfakes -- A Comprehensive Review Curricularface: adaptive curriculum learning loss for deep face recognition,
Reference 34
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Observation 98fe70b1-33b2-4f0f-b3fc-62001ea7463f · outbound
Face Deepfakes -- A Comprehensive Review Arcface: Additive angular margin loss for deep face recognition,
Reference 35
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Observation 09dc3212-ccab-4640-97c7-311570b1b055 · outbound
Face Deepfakes -- A Comprehensive Review Affectnet: A database for facial expression, valence, and arousal computing in the wild,
Reference 36
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Observation 1577cdab-8b49-4784-900c-761a5c164585 · outbound
Face Deepfakes -- A Comprehensive Review Out of time: automated lip sync in the wild,
Reference 37
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Observation f2c13309-9c43-4f50-9416-8566a78a5574 · outbound
Face Deepfakes -- A Comprehensive Review Meshtalk: 3d face animation from speech using cross-modality disen- tanglement,
Reference 38
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Observation a924412a-2a47-4bf6-a08b-8496e0af3ce3 · outbound
Face Deepfakes -- A Comprehensive Review Image-to-image translation with conditional adversarial networks,
Reference 39
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Observation 03925e02-dc98-48e0-871e-79a3a80f4781 · outbound
Face Deepfakes -- A Comprehensive Review On face segmentation, face swapping, and face perception,
Reference 40
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Observation 74e4a405-4d4f-4667-b8c8-e75a30803f99 · outbound
Face Deepfakes -- A Comprehensive Review Poisson image editing,
Reference 41
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Observation 1a19bbd7-7a65-43f4-8deb-2460fcd5c669 · outbound
Face Deepfakes -- A Comprehensive Review Faceswap-gan,
Reference 42
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Observation 2580ac2f-203e-472d-b1a1-af58cadd086b · outbound
Face Deepfakes -- A Comprehensive Review Fsnet: An identity- aware generative model for image-based face swapping,
Reference 43
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Observation db7b2f66-a468-43c0-8eb6-bf40d5e57ad8 · outbound
Face Deepfakes -- A Comprehensive Review RSGAN: Face Swapping and Editing using Face and Hair Representation in Latent Spaces
Reference 44
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Observation e0ced913-ee63-4f23-9883-bd65468c189a · outbound
Face Deepfakes -- A Comprehensive Review Fsganv2: Improved subject ag- nostic face swapping and reenactment,
Reference 45
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Observation c0bc63c4-b31d-412e-ba0f-a1cf3cd73a02 · outbound
Face Deepfakes -- A Comprehensive Review Very Deep Convolutional Networks for Large-Scale Image Recognition
Reference 46
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Observation f89bd2b7-5263-404c-9205-2c53732f0f53 · outbound
Face Deepfakes -- A Comprehensive Review High-resolution image synthesis and semantic manipulation with conditional gans,
Reference 47
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Observation ec2367bd-304c-4e60-87b3-12822216f0aa · outbound
Face Deepfakes -- A Comprehensive Review FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping
Reference 48
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Observation ffd58ed5-fb99-4055-a19e-0271b686d413 · outbound
Face Deepfakes -- A Comprehensive Review Simswap: An efficient framework for high fidelity face swapping,
Reference 49
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Observation 67838458-9aab-4da0-8ee8-f8c9899fbb8d · outbound
Face Deepfakes -- A Comprehensive Review High-resolution face swapping via latent semantics disentanglement,
Reference 50
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Observation 190a2285-086c-49e9-98e3-a4418326a1d8 · outbound
Face Deepfakes -- A Comprehensive Review Beautygan: Instance-level facial makeup transfer with deep generative adversarial network,
Reference 51
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Observation 3411179c-1550-4eea-bce2-8c37dd354151 · outbound
Face Deepfakes -- A Comprehensive Review One shot face swapping on megapixels,
Reference 52
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Observation ec28e346-8e24-4bd7-8e23-db24d2c1ec3c · outbound
Face Deepfakes -- A Comprehensive Review Feature pyramid networks for object detection,
Reference 53
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Observation 9adc7241-1997-4bb2-93a8-5062a8cdb63a · outbound
Face Deepfakes -- A Comprehensive Review Facedancer: Pose-and occlusion-aware high fidelity face swapping,
Reference 54
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Observation 0a307973-230b-46af-a30e-2c5825dbdb4c · outbound
Face Deepfakes -- A Comprehensive Review Face2face: Real-time face capture and reenactment of rgb videos,
Reference 55
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Observation 20af8b2f-e3fb-447e-be9c-9ef960180690 · outbound
Face Deepfakes -- A Comprehensive Review Ganimation: Anatomically-aware facial animation from a single image,
Reference 56
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Observation edc4368b-5fc7-4ccd-bff7-ced5ca2fa55c · outbound
Face Deepfakes -- A Comprehensive Review Few- shot adversarial learning of realistic neural talking head models,
Reference 57
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Observation 5ae45400-8053-4412-8c92-2645d61eee54 · outbound
Face Deepfakes -- A Comprehensive Review L2m- gan: Learning to manipulate latent space semantics for facial attribute editing,
Reference 58
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Observation 8ae6cc6f-f5ae-4404-9153-bf1416f5d73a · outbound
Face Deepfakes -- A Comprehensive Review Detection of deepfake video manipulation,
Reference 59
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Observation 34ac8079-f71a-4fe1-b202-4621d1bda958 · outbound
Face Deepfakes -- A Comprehensive Review Image feature detectors for deepfake video detection,
Reference 60
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Observation 8861d1ad-0d3f-4b4d-a58a-0089e7642959 · outbound
Face Deepfakes -- A Comprehensive Review Towards deepfake video forensics based on facial textural disparities in multi-color channels,
Reference 61
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Observation e7e42606-833b-4285-b3de-7118b5df917d · outbound
Face Deepfakes -- A Comprehensive Review Ffr fd: Effective and fast detection of deepfakes via feature point defects,
Reference 62
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Observation 6ba1001c-2b5c-43b2-b0d2-5e8713294a55 · outbound
Face Deepfakes -- A Comprehensive Review Exposing deep fakes using inconsistent head poses,
Reference 63
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Observation 5aad79e5-3f04-4d87-8e09-7b87b1df65f1 · outbound
Face Deepfakes -- A Comprehensive Review Exploiting facial symmetry to expose deepfakes,
Reference 64
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Observation fcf60108-a737-4ad3-bc65-bbe78c9b978c · outbound
Face Deepfakes -- A Comprehensive Review Deepfake videos detection based on texture features
Reference 65
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Observation 5aadc574-8e94-4b93-bd15-1d645a2a865e · outbound
Face Deepfakes -- A Comprehensive Review Lbpnet: Exploiting texture descriptor for deepfake detection,
Reference 66
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Observation 0835e178-c9f7-4a4f-830f-ae8d4d292d18 · outbound
Face Deepfakes -- A Comprehensive Review Unmasking DeepFakes with simple Features
Reference 67
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Observation b1dd15b8-a488-452f-ae3e-92bf020d8eec · outbound
Face Deepfakes -- A Comprehensive Review Spatial-phase shallow learning: rethinking face forgery detection in frequency domain,
Reference 68
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Observation c7614b3e-b9cb-4f67-a24f-c579a5d7e53a · outbound
Face Deepfakes -- A Comprehensive Review Detecting deepfake, faceswap and face2face facial forgeries using frequency cnn,
Reference 69
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Observation 79db4603-ba4c-41ac-9434-3d785f894291 · outbound
Face Deepfakes -- A Comprehensive Review Exposing deepfake videos by detecting face warping artifacts,
Reference 70
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Observation f4377218-0d88-4a98-ba8f-fbf90c3ad98e · outbound
Face Deepfakes -- A Comprehensive Review Exposing fake faces through deep neural networks combining content and trace feature extractors,
Reference 71
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Observation 175cc2be-dc6e-4aaa-b0a1-87d68ae9341e · outbound
Face Deepfakes -- A Comprehensive Review Detecting deep- fake videos from appearance and behavior,
Reference 72
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Face Deepfakes -- A Comprehensive Review Self-supervised learning of a facial attribute embedding from video
Reference 73
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Observation cd231c4e-0634-40f4-a3c4-05d965ffa27b · outbound
Face Deepfakes -- A Comprehensive Review Protecting world leaders against deep fakes
Reference 74
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Face Deepfakes -- A Comprehensive Review Eyebrow recognition for iden- tifying deepfake videos,
Reference 75
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Observation 24ad66f3-f20c-495e-9bd6-b41e0053fbce · outbound
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Reference 76
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Observation a719dbab-e6b9-4248-b510-83651ecf82b4 · outbound
Face Deepfakes -- A Comprehensive Review Lips don’t lie: A generalisable and robust approach to face forgery detection,
Reference 77
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Face Deepfakes -- A Comprehensive Review Famm: Facial muscle motions for detecting compressed deepfake videos over social networks,
Reference 78
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Face Deepfakes -- A Comprehensive Review Deeprhythm: Exposing deepfakes with attentional visual heartbeat rhythms,
Reference 79
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Face Deepfakes -- A Comprehensive Review Predicting heart rate variations of deepfake videos using neural ode,
Reference 80
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Observation fe5b52a2-e997-4113-8528-2f036a4aa698 · outbound
Face Deepfakes -- A Comprehensive Review DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation
Reference 81
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Observation 1ae3a2e7-6067-4d2b-9be9-b5dc2e123169 · outbound
Face Deepfakes -- A Comprehensive Review Fakecatcher: Detection of synthetic portrait videos using biological signals,
Reference 82
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Observation 329c589f-cef9-4ea1-a745-60979746be9e · outbound
Face Deepfakes -- A Comprehensive Review Local attention and long-distance interaction of rppg for deepfake detection,
Reference 83
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Observation 0dc66535-4693-4da1-bdb9-6d4cb20e5a9a · outbound
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Reference 84
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Observation 6069ed3b-7fa5-472e-ab40-78a425093abb · outbound
Face Deepfakes -- A Comprehensive Review Capsule-forensics: Using capsule networks to detect forged images and videos,
Reference 85
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Observation 8190a4dc-06be-47e1-af92-6cf544e5f8e7 · outbound
Face Deepfakes -- A Comprehensive Review Learning self- consistency for deepfake detection,
Reference 86
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Observation 07cd223a-5285-466a-b9b3-034bd86078cd · outbound
Face Deepfakes -- A Comprehensive Review ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection
Reference 87
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Observation c53a8ae0-5f37-4a9c-82c9-b423573bf168 · outbound
Face Deepfakes -- A Comprehensive Review Detecting face2face facial reenact- ment in videos,
Reference 88
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Observation 1d7618eb-9fa9-4caa-9894-5189711848fb · outbound
Face Deepfakes -- A Comprehensive Review Deepfakestack: A deep ensemble- based learning technique for deepfake detection,
Reference 89
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Observation 4e5baf15-6ef2-47b1-af7d-a5aa9065c737 · outbound
Face Deepfakes -- A Comprehensive Review Deepfake video detection using recurrent neural networks,
Reference 90
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Observation 519d8859-e7f6-44a1-ba93-5ffddafbed6e · outbound
Face Deepfakes -- A Comprehensive Review Recurrent convolutional strategies for face manipulation detection in videos,
Reference 91
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Face Deepfakes -- A Comprehensive Review Learning spatio-temporal features to detect manipulated facial videos created by the deepfake techniques,
Reference 92
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Reference 93
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Observation c50a97e4-d4a1-4e8e-b858-e7904419f097 · outbound
Face Deepfakes -- A Comprehensive Review Deepfake Video Detection Using Convolutional Vision Transformer
Reference 94
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Observation b6015b5e-0491-40da-9dc1-8978e05c0673 · outbound
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Reference 95
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Observation 2543f62b-136b-44ac-92f9-0d7280fb369b · outbound
Face Deepfakes -- A Comprehensive Review Supervised contrastive learning for generalizable and explainable deepfakes detection,
Reference 96
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Observation 0cc49051-8cff-48b4-9a93-c44af0cad2f2 · outbound
Face Deepfakes -- A Comprehensive Review Contrastive learning-based general deepfake detection with multi-scale rgb frequency clues,
Reference 97
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2e967fcf-a416-4e83-94e6-5b1b6a0376a3 · outbound
Face Deepfakes -- A Comprehensive Review Emotions don’t lie: An audio-visual deepfake detection method using affective cues,
Reference 98
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ab359f8b-e3ca-40e0-a168-bc8a1a512a07 · outbound
Face Deepfakes -- A Comprehensive Review Not made for each other-audio-visual dissonance-based deepfake detection and localization,
Reference 99
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 912add1c-ee00-4538-a5ec-9b59275a3db0 · outbound
Face Deepfakes -- A Comprehensive Review Joint audio-visual deepfake detection,
Reference 100
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 440849c8-ddd5-49a4-b901-fe0b1df832ee · inbound
Face-Trace: Open-Set Attribution and Progressive Discovery of Synthetic Face Generators Face Deepfakes -- A Comprehensive Review
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 214ca7fc-405a-4342-836b-bcea2d68c30c · inbound
Face-Trace: Open-Set Attribution and Progressive Discovery of Synthetic Face Generators Face Deepfakes -- A Comprehensive Review
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.