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Paper Citation Record · LEDGER

Face Deepfakes -- A Comprehensive Review

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.

pith.paper-citation-record.v1
2502.09812 v1

Coverage vector

measured 100 of 158 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:28:12.015000Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T08:04:20.543848Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-09T07:36:04.432342Z

Reference resolution

100 of 158 outbound references displayed

  • verified exact2
  • verified fuzzy9
  • unresolved89
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 262c1e40-6aa8-45d6-b201-6928e0ff6409 · outbound

This paper cites The global risks report 2024,.

Face Deepfakes -- A Comprehensive Review The global risks report 2024,

Reference 1

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Observation a2c05a63-d99f-47c9-afaf-f683d9581db7 · outbound

This paper cites Pov: America’s greatest national security threat.

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

This paper cites A literature review and perspectives in deepfakes: generation, detection, and applications,.

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

This paper cites Deep learning for deepfakes creation and detection: A survey,.

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

This paper cites Deepfake on face and expression swap: A review,.

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

This paper cites Deepfakes generation and detection: State-of-the-art, open challenges, countermeasures, and way forward,.

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

This paper cites A survey on the detection and impacts of deepfakes in visual, audio, and textual formats,.

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

This paper cites Deepfake generation and detection: Case study and challenges,.

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

This paper cites Deepfake detection: A comprehensive survey from the reliability perspective,.

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

This paper cites Deepfake de- tection using deep learning methods: A systematic and comprehensive review,.

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

This paper cites A review of deep learning- based approaches for deepfake content detection,.

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

This paper cites A systematic literature review on deepfake detection techniques,.

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

This paper cites The creation and detection of deepfakes: A survey,.

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

This paper cites How can research on artificial empathy be enhanced by applying deepfakes?.

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

This paper cites The next wave of scams will be deepfake video calls from your boss,.

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

This paper cites Multimodal approach for deepfake detection,.

Face Deepfakes -- A Comprehensive Review Multimodal approach for deepfake detection,

Reference 16

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Observation 55a4e3a3-e3ab-42c6-a9d0-c90f1ffd4589 · outbound

This paper cites Audio-visual face reenactment,.

Face Deepfakes -- A Comprehensive Review Audio-visual face reenactment,

Reference 17

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Observation b2aadcf4-186f-4e5f-976d-92ec7ba05863 · outbound

This paper cites DeepFaceLab: Integrated, flexible and extensible face-swapping framework.

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

This paper cites Github, “Dfaker,” 2017, accessed on 01 12, 2024.

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

This paper cites Mofa: Model-based deep convolutional face autoencoder for unsupervised monocular reconstruction,.

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

This paper cites Reenactgan: Learning to reenact faces via boundary transfer,.

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

This paper cites Multimodal inputs driven talking face generation with spatial–temporal dependency,.

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

This paper cites Unpaired image-to-image translation using cycle-consistent adversarial networks,.

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

This paper cites Face Transfer with Generative Adversarial Network.

Face Deepfakes -- A Comprehensive Review Face Transfer with Generative Adversarial Network

Reference 24

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Observation df1b8a5b-0819-4d2f-bac5-68c5d65b712a · outbound

This paper cites Faceformer: Speech- driven 3d facial animation with transformers,.

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

This paper cites Emotionally enhanced talking face generation,.

Face Deepfakes -- A Comprehensive Review Emotionally enhanced talking face generation,

Reference 26

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Observation 40037836-ddbb-43a5-9195-d37962f1d40e · outbound

This paper cites One-shot free-view neural talking-head synthesis for video conferencing,.

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

This paper cites That’s what i said: Fully-controllable talking face generation,.

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

This paper cites Text-image guided diffusion model for generating deepfake celebrity interactions,.

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

This paper cites Multimodal-driven talking face generation via a unified diffusion- based generator,.

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

This paper cites Diffusion-GAN: Training GANs with Diffusion.

Face Deepfakes -- A Comprehensive Review Diffusion-GAN: Training GANs with Diffusion

Reference 31

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Observation 42172f6c-6702-4a37-b880-ce33bd966a54 · outbound

This paper cites First order motion model for image animation,.

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

This paper cites Openface: A general-purpose face recognition library with mobile applications,.

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

This paper cites Curricularface: adaptive curriculum learning loss for deep face recognition,.

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

This paper cites Arcface: Additive angular margin loss for deep face recognition,.

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

This paper cites Affectnet: A database for facial expression, valence, and arousal computing in the wild,.

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

This paper cites Out of time: automated lip sync in the wild,.

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

This paper cites Meshtalk: 3d face animation from speech using cross-modality disen- tanglement,.

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

This paper cites Image-to-image translation with conditional adversarial networks,.

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

This paper cites On face segmentation, face swapping, and face perception,.

Face Deepfakes -- A Comprehensive Review On face segmentation, face swapping, and face perception,

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source=pdf_text observed=2026-08-07T20:28:11.717102Z digest=sha256:cdd72d96e7f4adb467509079b2e8ea741f8c0125dcad983a28f141682d17f94b

Observation 74e4a405-4d4f-4667-b8c8-e75a30803f99 · outbound

This paper cites Poisson image editing,.

Face Deepfakes -- A Comprehensive Review Poisson image editing,

Reference 41

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source=pdf_text observed=2026-08-07T20:28:11.722674Z digest=sha256:c083e6a62e305dd858094ffb97ec76338c425bd5173360363f5f24e2c657b9cd

Observation 1a19bbd7-7a65-43f4-8deb-2460fcd5c669 · outbound

This paper cites Faceswap-gan,.

Face Deepfakes -- A Comprehensive Review Faceswap-gan,

Reference 42

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source=pdf_text observed=2026-08-07T20:28:11.727654Z digest=sha256:138a03ceab013caab8c16e875b015a1ea563cde1927c3c97eaff14212c0493d1

Observation 2580ac2f-203e-472d-b1a1-af58cadd086b · outbound

This paper cites Fsnet: An identity- aware generative model for image-based face swapping,.

Face Deepfakes -- A Comprehensive Review Fsnet: An identity- aware generative model for image-based face swapping,

Reference 43

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source=pdf_text observed=2026-08-07T20:28:11.733562Z digest=sha256:d671effab740f13c8a1fc4e80388751d53ce7273dd54c96550d8b8def46d8f48

Observation db7b2f66-a468-43c0-8eb6-bf40d5e57ad8 · outbound

This paper cites RSGAN: Face Swapping and Editing using Face and Hair Representation in Latent Spaces.

Face Deepfakes -- A Comprehensive Review RSGAN: Face Swapping and Editing using Face and Hair Representation in Latent Spaces

Reference 44

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source=pdf_text observed=2026-08-07T20:28:11.738480Z digest=sha256:06281e6c78591b66af98e1605eeefa7cd247ea3815cbdc048ed460aa2c299486

Observation e0ced913-ee63-4f23-9883-bd65468c189a · outbound

This paper cites Fsganv2: Improved subject ag- nostic face swapping and reenactment,.

Face Deepfakes -- A Comprehensive Review Fsganv2: Improved subject ag- nostic face swapping and reenactment,

Reference 45

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source=pdf_text observed=2026-08-07T20:28:11.743658Z digest=sha256:83cc5ac5ed67335c7176b17e6ff2bed593de396822b0db4d3637463d9776a4f0

Observation c0bc63c4-b31d-412e-ba0f-a1cf3cd73a02 · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Face Deepfakes -- A Comprehensive Review Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 46

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source=pdf_text observed=2026-08-07T20:28:11.748515Z digest=sha256:aea2eadb1823d9cf20e9fa3e19157448089993c25565dc1614420d016e22504e

Observation f89bd2b7-5263-404c-9205-2c53732f0f53 · outbound

This paper cites High-resolution image synthesis and semantic manipulation with conditional gans,.

Face Deepfakes -- A Comprehensive Review High-resolution image synthesis and semantic manipulation with conditional gans,

Reference 47

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source=pdf_text observed=2026-08-07T20:28:11.753743Z digest=sha256:73614b82df8e59835d5ff060f8f2ce048265e79cbdb554451dd70958163bfba1

Observation ec2367bd-304c-4e60-87b3-12822216f0aa · outbound

This paper cites FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping.

Face Deepfakes -- A Comprehensive Review FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping

Reference 48

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source=pdf_text observed=2026-08-07T20:28:11.758573Z digest=sha256:3a41136cc1a9a1ad77a36be68aa87f555a8d7d2154a2ba4fb2c56d2eb3a36892

Observation ffd58ed5-fb99-4055-a19e-0271b686d413 · outbound

This paper cites Simswap: An efficient framework for high fidelity face swapping,.

Face Deepfakes -- A Comprehensive Review Simswap: An efficient framework for high fidelity face swapping,

Reference 49

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source=pdf_text observed=2026-08-07T20:28:11.763608Z digest=sha256:99ce9f1d5ea08c8209f0c7ed2d5d314d2d4d2086fee45396f86cfe6c0ffdb1b1

Observation 67838458-9aab-4da0-8ee8-f8c9899fbb8d · outbound

This paper cites High-resolution face swapping via latent semantics disentanglement,.

Face Deepfakes -- A Comprehensive Review High-resolution face swapping via latent semantics disentanglement,

Reference 50

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source=pdf_text observed=2026-08-07T20:28:11.769351Z digest=sha256:b4cad59afb919d21866cd2060a6be1b454039db3dfd64886a17dfa448782111d

Observation 190a2285-086c-49e9-98e3-a4418326a1d8 · outbound

This paper cites Beautygan: Instance-level facial makeup transfer with deep generative adversarial network,.

Face Deepfakes -- A Comprehensive Review Beautygan: Instance-level facial makeup transfer with deep generative adversarial network,

Reference 51

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source=pdf_text observed=2026-08-07T20:28:11.773779Z digest=sha256:356813cce95a98cdde80b075cbc919a29d55455eea87c5e660efbec2bce75127

Observation 3411179c-1550-4eea-bce2-8c37dd354151 · outbound

This paper cites One shot face swapping on megapixels,.

Face Deepfakes -- A Comprehensive Review One shot face swapping on megapixels,

Reference 52

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source=pdf_text observed=2026-08-07T20:28:11.778422Z digest=sha256:22416a266822d0da85926415d9a825c5504037c5dd4f557345d94ec4f9b3ee63

Observation ec28e346-8e24-4bd7-8e23-db24d2c1ec3c · outbound

This paper cites Feature pyramid networks for object detection,.

Face Deepfakes -- A Comprehensive Review Feature pyramid networks for object detection,

Reference 53

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source=pdf_text observed=2026-08-07T20:28:11.784253Z digest=sha256:3c4b20c2736ce9816007f9c6ef45e03d7e807c981d7b2fbd70285db5029ffeea

Observation 9adc7241-1997-4bb2-93a8-5062a8cdb63a · outbound

This paper cites Facedancer: Pose-and occlusion-aware high fidelity face swapping,.

Face Deepfakes -- A Comprehensive Review Facedancer: Pose-and occlusion-aware high fidelity face swapping,

Reference 54

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source=pdf_text observed=2026-08-07T20:28:11.788922Z digest=sha256:26bd0f9e669477716f46ee6aa3203d47c573e87fc43e3fddd8a06cad5814996e

Observation 0a307973-230b-46af-a30e-2c5825dbdb4c · outbound

This paper cites Face2face: Real-time face capture and reenactment of rgb videos,.

Face Deepfakes -- A Comprehensive Review Face2face: Real-time face capture and reenactment of rgb videos,

Reference 55

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source=pdf_text observed=2026-08-07T20:28:11.793395Z digest=sha256:97f09bb8d31b9528c2c99de64e0650d51e69935c491fbeb03660a0a384bc2acc

Observation 20af8b2f-e3fb-447e-be9c-9ef960180690 · outbound

This paper cites Ganimation: Anatomically-aware facial animation from a single image,.

Face Deepfakes -- A Comprehensive Review Ganimation: Anatomically-aware facial animation from a single image,

Reference 56

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source=pdf_text observed=2026-08-07T20:28:11.797757Z digest=sha256:5b497ef43cbc62b9cbcc3282893e511bf24480cdb821a615e04b548d4b7a74ff

Observation edc4368b-5fc7-4ccd-bff7-ced5ca2fa55c · outbound

This paper cites Few- shot adversarial learning of realistic neural talking head models,.

Face Deepfakes -- A Comprehensive Review Few- shot adversarial learning of realistic neural talking head models,

Reference 57

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source=pdf_text observed=2026-08-07T20:28:11.802657Z digest=sha256:5b3c8bb80120ca833fe6a36707106fb25f1dacba4a2dac8933592b0a2a71b79b

Observation 5ae45400-8053-4412-8c92-2645d61eee54 · outbound

This paper cites L2m- gan: Learning to manipulate latent space semantics for facial attribute editing,.

Face Deepfakes -- A Comprehensive Review L2m- gan: Learning to manipulate latent space semantics for facial attribute editing,

Reference 58

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source=pdf_text observed=2026-08-07T20:28:11.808065Z digest=sha256:fd825960aca1f5209c3118247a218bb23e6bf092b05b15de66ae3be30a36c267

Observation 8ae6cc6f-f5ae-4404-9153-bf1416f5d73a · outbound

This paper cites Detection of deepfake video manipulation,.

Face Deepfakes -- A Comprehensive Review Detection of deepfake video manipulation,

Reference 59

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source=pdf_text observed=2026-08-07T20:28:11.813477Z digest=sha256:2a822c0456c3c7ba676a1f7f0cfb9317f087d9243ebba48088f717f7560bb1c8

Observation 34ac8079-f71a-4fe1-b202-4621d1bda958 · outbound

This paper cites Image feature detectors for deepfake video detection,.

Face Deepfakes -- A Comprehensive Review Image feature detectors for deepfake video detection,

Reference 60

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source=pdf_text observed=2026-08-07T20:28:11.818918Z digest=sha256:716f8ddb23bf08ddd336c2a998e5ecbc1ba16d8be0abca45d2fcc3de6826d772

Observation 8861d1ad-0d3f-4b4d-a58a-0089e7642959 · outbound

This paper cites Towards deepfake video forensics based on facial textural disparities in multi-color channels,.

Face Deepfakes -- A Comprehensive Review Towards deepfake video forensics based on facial textural disparities in multi-color channels,

Reference 61

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source=pdf_text observed=2026-08-07T20:28:11.823462Z digest=sha256:fdd332007d4a64a39fdd161ca67c75c3737d2eb253a4864e941d5a7236c6ec9e

Observation e7e42606-833b-4285-b3de-7118b5df917d · outbound

This paper cites Ffr fd: Effective and fast detection of deepfakes via feature point defects,.

Face Deepfakes -- A Comprehensive Review Ffr fd: Effective and fast detection of deepfakes via feature point defects,

Reference 62

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source=pdf_text observed=2026-08-07T20:28:11.828801Z digest=sha256:2ed3635d7f7df5c4fd02e4bb804c466b6e8c418622afe3d3c5a582b4edc8647e

Observation 6ba1001c-2b5c-43b2-b0d2-5e8713294a55 · outbound

This paper cites Exposing deep fakes using inconsistent head poses,.

Face Deepfakes -- A Comprehensive Review Exposing deep fakes using inconsistent head poses,

Reference 63

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source=pdf_text observed=2026-08-07T20:28:11.834268Z digest=sha256:7465a56968d174209e5e1789fd19950c8453e0fc500ffd42385472a4a4446ff7

Observation 5aad79e5-3f04-4d87-8e09-7b87b1df65f1 · outbound

This paper cites Exploiting facial symmetry to expose deepfakes,.

Face Deepfakes -- A Comprehensive Review Exploiting facial symmetry to expose deepfakes,

Reference 64

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source=pdf_text observed=2026-08-07T20:28:11.838885Z digest=sha256:c97240624e8c26130119daa7e84858a3b5b6dac1b12d343a3818a61e15116ba2

Observation fcf60108-a737-4ad3-bc65-bbe78c9b978c · outbound

This paper cites Deepfake videos detection based on texture features.

Face Deepfakes -- A Comprehensive Review Deepfake videos detection based on texture features

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source=pdf_text observed=2026-08-07T20:28:11.843610Z digest=sha256:b95713c19b5284b7a49a76138fb426d0a91ef5359dbb2e1b5218ecb29797c7c3

Observation 5aadc574-8e94-4b93-bd15-1d645a2a865e · outbound

This paper cites Lbpnet: Exploiting texture descriptor for deepfake detection,.

Face Deepfakes -- A Comprehensive Review Lbpnet: Exploiting texture descriptor for deepfake detection,

Reference 66

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source=pdf_text observed=2026-08-07T20:28:11.849086Z digest=sha256:5aba9777fd2e5caedf5258fae0ddae8e39029df5d98c1a057849dbceb735da7e

Observation 0835e178-c9f7-4a4f-830f-ae8d4d292d18 · outbound

This paper cites Unmasking DeepFakes with simple Features.

Face Deepfakes -- A Comprehensive Review Unmasking DeepFakes with simple Features

Reference 67

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source=pdf_text observed=2026-08-07T20:28:11.853405Z digest=sha256:7813fad7a5b8aae38c51c68a5afc27ddfec9219c1469d694dc688bcdcfbfa341

Observation b1dd15b8-a488-452f-ae3e-92bf020d8eec · outbound

This paper cites Spatial-phase shallow learning: rethinking face forgery detection in frequency domain,.

Face Deepfakes -- A Comprehensive Review Spatial-phase shallow learning: rethinking face forgery detection in frequency domain,

Reference 68

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source=pdf_text observed=2026-08-07T20:28:11.858762Z digest=sha256:0bb2240345513e49a9adbf1ea71b271d0d6609cb1f123392dd9d2ee38d60e2ad

Observation c7614b3e-b9cb-4f67-a24f-c579a5d7e53a · outbound

This paper cites Detecting deepfake, faceswap and face2face facial forgeries using frequency cnn,.

Face Deepfakes -- A Comprehensive Review Detecting deepfake, faceswap and face2face facial forgeries using frequency cnn,

Reference 69

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source=pdf_text observed=2026-08-07T20:28:11.863486Z digest=sha256:17c3c31a0150a3ce795602e1931858bf3b613c6632cbd1229385c1555e9cf511

Observation 79db4603-ba4c-41ac-9434-3d785f894291 · outbound

This paper cites Exposing deepfake videos by detecting face warping artifacts,.

Face Deepfakes -- A Comprehensive Review Exposing deepfake videos by detecting face warping artifacts,

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source=pdf_text observed=2026-08-07T20:28:11.868156Z digest=sha256:7f3b2fa52ce3f9c091281cdd1e3d2026529b9006f50c291b08148a2aa4792564

Observation f4377218-0d88-4a98-ba8f-fbf90c3ad98e · outbound

This paper cites Exposing fake faces through deep neural networks combining content and trace feature extractors,.

Face Deepfakes -- A Comprehensive Review Exposing fake faces through deep neural networks combining content and trace feature extractors,

Reference 71

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source=pdf_text observed=2026-08-07T20:28:11.872860Z digest=sha256:c905f0ddeebd188e1ca310503e8b00a8e5077f694aea5953e62449a0c311f6e5

Observation 175cc2be-dc6e-4aaa-b0a1-87d68ae9341e · outbound

This paper cites Detecting deep- fake videos from appearance and behavior,.

Face Deepfakes -- A Comprehensive Review Detecting deep- fake videos from appearance and behavior,

Reference 72

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source=pdf_text observed=2026-08-07T20:28:11.877397Z digest=sha256:cf95ad8ee55d7d5965d0ce54e40bbf83d421db81d9de912ff2aa375f05ffd692

Observation 20cf569a-4d79-4be8-be96-3267bc7bb563 · outbound

This paper cites Self-supervised learning of a facial attribute embedding from video.

Face Deepfakes -- A Comprehensive Review Self-supervised learning of a facial attribute embedding from video

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verified exact
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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.

source=pdf_text observed=2026-08-07T20:28:11.882117Z digest=sha256:1f93ff7db04077cb9e02637a1e28451eb5e7cd842eeafa0d16f8bdf6d69b2dca

Observation cd231c4e-0634-40f4-a3c4-05d965ffa27b · outbound

This paper cites Protecting world leaders against deep fakes.

Face Deepfakes -- A Comprehensive Review Protecting world leaders against deep fakes

Reference 74

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source=pdf_text observed=2026-08-07T20:28:11.887905Z digest=sha256:df01fbbd29fcc2fa40322169077ad239f2e9ede9359edda837ee0e1f717fcf48

Observation e4932dd3-657c-4a54-a8d1-30b08af25292 · outbound

This paper cites Eyebrow recognition for iden- tifying deepfake videos,.

Face Deepfakes -- A Comprehensive Review Eyebrow recognition for iden- tifying deepfake videos,

Reference 75

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source=pdf_text observed=2026-08-07T20:28:11.892609Z digest=sha256:0744baa1a1de40afe0e128686cc9ca28df85138444f077c2277983f2e8ac07a2

Observation 24ad66f3-f20c-495e-9bd6-b41e0053fbce · outbound

This paper cites SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size.

Face Deepfakes -- A Comprehensive Review SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size

Reference 76

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source=pdf_text observed=2026-08-07T20:28:11.897083Z digest=sha256:59588891729f388ec27a3cdb2edb6f9d56bd3055dc7c3dc58248b5ef5fc81468

Observation a719dbab-e6b9-4248-b510-83651ecf82b4 · outbound

This paper cites Lips don’t lie: A generalisable and robust approach to face forgery detection,.

Face Deepfakes -- A Comprehensive Review Lips don’t lie: A generalisable and robust approach to face forgery detection,

Reference 77

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source=pdf_text observed=2026-08-07T20:28:11.902218Z digest=sha256:f57340f676d25f724617c6c041f50460614d5854f8817c0d1b020b574f4f63e9

Observation 2f8e05b7-1e71-43ac-b8f8-dbecea1cea4b · outbound

This paper cites Famm: Facial muscle motions for detecting compressed deepfake videos over social networks,.

Face Deepfakes -- A Comprehensive Review Famm: Facial muscle motions for detecting compressed deepfake videos over social networks,

Reference 78

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source=pdf_text observed=2026-08-07T20:28:11.907575Z digest=sha256:61e51202bdf464d4e5e75ed2cf9920f5cf09ff3795c740d83d9e71825212459a

Observation 28321d69-9218-43ec-9003-27d1557bd253 · outbound

This paper cites Deeprhythm: Exposing deepfakes with attentional visual heartbeat rhythms,.

Face Deepfakes -- A Comprehensive Review Deeprhythm: Exposing deepfakes with attentional visual heartbeat rhythms,

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source=pdf_text observed=2026-08-07T20:28:11.912274Z digest=sha256:8ac21220775d2bf8415537ad55ace264524e6047ff8eaa813b019992e99deed4

Observation ec37a0d4-984f-4441-874a-bd8b8b85533f · outbound

This paper cites Predicting heart rate variations of deepfake videos using neural ode,.

Face Deepfakes -- A Comprehensive Review Predicting heart rate variations of deepfake videos using neural ode,

Reference 80

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Unavailable: canonical work link unavailable.

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Observation fe5b52a2-e997-4113-8528-2f036a4aa698 · outbound

This paper cites DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation.

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

This paper cites Fakecatcher: Detection of synthetic portrait videos using biological signals,.

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

This paper cites Local attention and long-distance interaction of rppg for deepfake detection,.

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

This paper cites Mesonet: a compact facial video forgery detection network,.

Face Deepfakes -- A Comprehensive Review Mesonet: a compact facial video forgery detection network,

Reference 84

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Observation 6069ed3b-7fa5-472e-ab40-78a425093abb · outbound

This paper cites Capsule-forensics: Using capsule networks to detect forged images and videos,.

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

This paper cites Learning self- consistency for deepfake detection,.

Face Deepfakes -- A Comprehensive Review Learning self- consistency for deepfake detection,

Reference 86

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Observation 07cd223a-5285-466a-b9b3-034bd86078cd · outbound

This paper cites ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection.

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

This paper cites Detecting face2face facial reenact- ment in videos,.

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

This paper cites Deepfakestack: A deep ensemble- based learning technique for deepfake detection,.

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

This paper cites Deepfake video detection using recurrent neural networks,.

Face Deepfakes -- A Comprehensive Review Deepfake video detection using recurrent neural networks,

Reference 90

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verified fuzzy
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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.

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Observation 519d8859-e7f6-44a1-ba93-5ffddafbed6e · outbound

This paper cites Recurrent convolutional strategies for face manipulation detection in videos,.

Face Deepfakes -- A Comprehensive Review Recurrent convolutional strategies for face manipulation detection in videos,

Reference 91

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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.

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Observation de972b2b-fa80-4acf-96ed-e427d94b2bbf · outbound

This paper cites Learning spatio-temporal features to detect manipulated facial videos created by the deepfake techniques,.

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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verified fuzzy
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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.

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Observation 6334f81c-988b-4791-9f76-473501f80781 · outbound

This paper cites Istvt: in- terpretable spatial-temporal video transformer for deepfake detection,.

Face Deepfakes -- A Comprehensive Review Istvt: in- terpretable spatial-temporal video transformer for deepfake detection,

Reference 93

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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.

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Observation c50a97e4-d4a1-4e8e-b858-e7904419f097 · outbound

This paper cites Deepfake Video Detection Using Convolutional Vision Transformer.

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

This paper cites Constructing spatio- temporal graphs for face forgery detection,.

Face Deepfakes -- A Comprehensive Review Constructing spatio- temporal graphs for face forgery detection,

Reference 95

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verified fuzzy
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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.

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Observation 2543f62b-136b-44ac-92f9-0d7280fb369b · outbound

This paper cites Supervised contrastive learning for generalizable and explainable deepfakes detection,.

Face Deepfakes -- A Comprehensive Review Supervised contrastive learning for generalizable and explainable deepfakes detection,

Reference 96

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verified fuzzy
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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.

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Observation 0cc49051-8cff-48b4-9a93-c44af0cad2f2 · outbound

This paper cites Contrastive learning-based general deepfake detection with multi-scale rgb frequency clues,.

Face Deepfakes -- A Comprehensive Review Contrastive learning-based general deepfake detection with multi-scale rgb frequency clues,

Reference 97

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verified fuzzy
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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.

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Observation 2e967fcf-a416-4e83-94e6-5b1b6a0376a3 · outbound

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

Face Deepfakes -- A Comprehensive Review Emotions don’t lie: An audio-visual deepfake detection method using affective cues,

Reference 98

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raw_fallback, observed 2026-08-07T20:28:13.655904Z

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.

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Observation ab359f8b-e3ca-40e0-a168-bc8a1a512a07 · outbound

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

Face Deepfakes -- A Comprehensive Review Not made for each other-audio-visual dissonance-based deepfake detection and localization,

Reference 99

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verified fuzzy
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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.

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Observation 912add1c-ee00-4538-a5ec-9b59275a3db0 · outbound

This paper cites Joint audio-visual deepfake detection,.

Face Deepfakes -- A Comprehensive Review Joint audio-visual deepfake detection,

Reference 100

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

Observation 440849c8-ddd5-49a4-b901-fe0b1df832ee · inbound

Face-Trace: Open-Set Attribution and Progressive Discovery of Synthetic Face Generators cites this paper.

Face-Trace: Open-Set Attribution and Progressive Discovery of Synthetic Face Generators Face Deepfakes -- A Comprehensive Review

Reference 2

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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.

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Observation 214ca7fc-405a-4342-836b-bcea2d68c30c · inbound

Face-Trace: Open-Set Attribution and Progressive Discovery of Synthetic Face Generators cites this paper.

Face-Trace: Open-Set Attribution and Progressive Discovery of Synthetic Face Generators Face Deepfakes -- A Comprehensive Review

Reference 2

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