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Paper Citation Record · LEDGER

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection

As of 10 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 6 inbound Pith citation observations for arXiv:2501.01184.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.01184 v3

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:38:00.771550Z

measured 81 of 81 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:34:11.272456Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T23:22:46.822091Z

Reference resolution

75 of 75 outbound references displayed

  • verified exact1
  • verified fuzzy55
  • unresolved18
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 757470ac-e8cf-463f-9bbe-f28f6378158e · outbound

This paper cites Third Time's the Charm? Image and Video Editing with StyleGAN3.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Third Time's the Charm? Image and Video Editing with StyleGAN3

Reference 1

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 1ce7dc08-c90b-4daf-9852-eddf056835af · outbound

This paper cites Is space-time attention all you need for video understanding? In Proceedings of the International Conference on Machine Learning (ICML), 2021.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Is space-time attention all you need for video understanding? In Proceedings of the International Conference on Machine Learning (ICML), 2021

Reference 2

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Observation 5e0830be-0214-4255-894d-71f620c8d1e1 · outbound

This paper cites End-to-end reconstruction- classification learning for face forgery detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection End-to-end reconstruction- classification learning for face forgery detection

Reference 3

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Observation 3e77d780-3d1c-41e2-82ac-ee5319c7b665 · outbound

This paper cites Emerging Properties in Self-Supervised Vision Transformers.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Emerging Properties in Self-Supervised Vision Transformers

Reference 4

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Observation f1017a74-8084-4b56-9fc4-0b2733771421 · outbound

This paper cites Finance worker pays out $25 million after video call with deepfake ”chief finan- cial officer”.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Finance worker pays out $25 million after video call with deepfake ”chief finan- cial officer”

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 1b043997-37ad-490a-9d06-7f5559a00740 · outbound

This paper cites Self-supervised learning of adversarial example: Towards good generalizations for deepfake detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Self-supervised learning of adversarial example: Towards good generalizations for deepfake detection

Reference 6

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Observation e1b1af75-fadd-4e16-af9f-b8495f9993c9 · outbound

This paper cites Ost: Improving generalization of deepfake de- tection via one-shot test-time training.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Ost: Improving generalization of deepfake de- tection via one-shot test-time training

Reference 7

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Observation 49c4c96f-7c3c-47e7-836d-dddf00853d8b · outbound

This paper cites Colorful cutout: Enhanc- ing image data augmentation with curriculum learning, 2024.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Colorful cutout: Enhanc- ing image data augmentation with curriculum learning, 2024

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 88847874-f99c-444d-8d7d-85221fe415e3 · outbound

This paper cites Exploiting style latent flows for generalizing deepfake video detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Exploiting style latent flows for generalizing deepfake video detection

Reference 9

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Observation 775844f8-037a-4364-9866-2cbf2d44d796 · outbound

This paper cites Faceswapdevs.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Faceswapdevs

Reference 10

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation c193d848-9cdb-4989-9e3b-d16ab52d6a58 · outbound

This paper cites RetinaFace: Single-stage Dense Face Localisation in the Wild.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection RetinaFace: Single-stage Dense Face Localisation in the Wild

Reference 11

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Observation 32d5b422-8a4c-48d2-9fd0-e2c4841a1158 · outbound

This paper cites an unresolved cited work.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Unresolved cited work

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation bcbcd36e-cf6d-4c02-8839-2a47e31b4246 · outbound

This paper cites The Deepfake Detection Challenge (DFDC) Preview Dataset.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection The Deepfake Detection Challenge (DFDC) Preview Dataset

Reference 13

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Observation 65c28a78-66de-4818-a048-f6aa595def2d · outbound

This paper cites The DeepFake Detection Challenge (DFDC) Dataset.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection The DeepFake Detection Challenge (DFDC) Dataset

Reference 14

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Observation c85f929d-ba6e-4447-b488-12e6dfe7ba71 · outbound

This paper cites Implicit identity leakage: The stum- bling block to improving deepfake detection generalization.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Implicit identity leakage: The stum- bling block to improving deepfake detection generalization

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 1b886fdf-edf2-46f0-af93-cf0d47fe5097 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 16

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Observation d9cf73f1-f292-4d5b-b506-4ba7b69b75ea · outbound

This paper cites Contributing data to deepfake detection research.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Contributing data to deepfake detection research

Reference 17

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Observation b3af5e45-1dd7-4605-94ec-31fd4709a1c3 · outbound

This paper cites Sharpness-Aware Minimization for Efficiently Improving Generalization.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Sharpness-Aware Minimization for Efficiently Improving Generalization

Reference 18

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Observation 83d326e7-0572-4360-bc2a-b71a02e46e76 · outbound

This paper cites Grafton, Miguel P.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Grafton, Miguel P

Reference 19

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Observation cdc86aea-e4ba-4c03-8408-e9202cdde053 · outbound

This paper cites Spatio-temporal Features for Generalized Detection of Deepfake Videos.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Spatio-temporal Features for Generalized Detection of Deepfake Videos

Reference 20

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Source-reported events for the cited work

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Observation 812c7f6b-0188-4748-b870-98e2f4a4300a · outbound

This paper cites Keepaugment: A simple information- preserving data augmentation approach.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Keepaugment: A simple information- preserving data augmentation approach

Reference 21

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 91db1821-789c-4ae0-89e2-b374a727bb90 · outbound

This paper cites Generative adversarial nets.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Generative adversarial nets

Reference 22

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Observation cea78162-579d-4520-b563-d06c4a603d5e · outbound

This paper cites Spatiotemporal incon- sistency learning for deepfake video detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Spatiotemporal incon- sistency learning for deepfake video detection

Reference 23

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Observation 52c29345-7a7b-44e2-92d2-a192ca794368 · outbound

This paper cites St-sbv: Spatial-temporal self-blended videos for deep- fake detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection St-sbv: Spatial-temporal self-blended videos for deep- fake detection

Reference 24

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Observation 8724ed6b-91c6-4c73-be54-2e3a552eb67a · outbound

This paper cites Lips Don't Lie: A Generalisable and Robust Approach to Face Forgery Detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Lips Don't Lie: A Generalisable and Robust Approach to Face Forgery Detection

Reference 25

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Source-reported events for the cited work

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Observation fa81c49e-48f9-49f1-b4ab-e42f6730c355 · outbound

This paper cites Leveraging real talking faces via self- supervision for robust forgery detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Leveraging real talking faces via self- supervision for robust forgery detection

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 9af2e186-bd5d-4d3f-88db-411f7f62b4a5 · outbound

This paper cites an unresolved cited work.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Unresolved cited work

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 6eabaaeb-97e6-4ccb-b572-773a29a07afe · outbound

This paper cites Masked autoencoders are scalable vision learners.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Masked autoencoders are scalable vision learners

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation b4bba090-c04c-4573-ba14-8ab3c4a75633 · outbound

This paper cites DeeperForensics-1.0: A large-scale dataset for real-world face forgery detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection DeeperForensics-1.0: A large-scale dataset for real-world face forgery detection

Reference 29

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation a3460379-3809-46ef-b61a-3d623f9284f8 · outbound

This paper cites an unresolved cited work.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Unresolved cited work

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation a3ebb44a-73f2-4167-be16-206b36cda2c1 · outbound

This paper cites Faceswap.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Faceswap

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 6c1ad8a9-b16a-44d9-908f-ee51d25a9e8e · outbound

This paper cites Advancing high fidelity identity swapping for forgery detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Advancing high fidelity identity swapping for forgery detection

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation e2159a9a-514e-461d-a3c8-22abe040a2ca · outbound

This paper cites Face x-ray for more general face forgery detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Face x-ray for more general face forgery detection

Reference 33

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raw_fallback, observed 2026-08-10T22:38:01.569376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation cb23aca0-9dde-4167-9622-dd5c4deb045a · outbound

This paper cites Spatio-temporal catcher: A self-supervised transformer for deepfake video detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Spatio-temporal catcher: A self-supervised transformer for deepfake video detection

Reference 34

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raw_fallback, observed 2026-08-10T22:38:01.555682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.589302Z digest=sha256:492cef15371c09e0e64ce1fcf874f356ac307cc645a23eb9160f6e09d91587ad

Observation 9c64563d-7fe6-4d32-a294-51444630cc86 · outbound

This paper cites Exposing deepfake videos by de- tecting face warping artifacts.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Exposing deepfake videos by de- tecting face warping artifacts

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.541515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.594130Z digest=sha256:0463abec91ae55ea6a4aca9577232cba442ea57e5fbfa756585e75dc753f5b15

Observation 3621868b-cd92-449d-9ff1-dd23c2eee789 · outbound

This paper cites Celeb-df: A large-scale challenging dataset for deep- fake forensics.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Celeb-df: A large-scale challenging dataset for deep- fake forensics

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.526473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.598771Z digest=sha256:aaf187a556cb70138f11b6652a7ee2eb98cdcfe6185fd9c6ad733a1ff0af0a08

Observation 7b0b3a6e-e865-4bcb-bcef-bd12efb3b7dd · outbound

This paper cites Gen- eralizing face forgery detection with high-frequency fea- tures.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Gen- eralizing face forgery detection with high-frequency fea- tures

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.512292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.603965Z digest=sha256:802b049617b8a4affa753c9b638e230fd2764c0b00caaedf92badcd3ecf30abd

Observation 17c3b81b-d24e-4ef0-9d4e-a43b7ed87698 · outbound

This paper cites Domainforensics: Exposing face forgery across domains via bi-directional adaptation.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Domainforensics: Exposing face forgery across domains via bi-directional adaptation

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.497924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.608765Z digest=sha256:7552ce324aaa3ecd2202d4b09ddefbee6c02a20961596bdc82bd23330be6b57a

Observation 492550ea-68ae-46b7-9eb6-db469184935b · outbound

This paper cites Untag: Learning generic features for unsupervised type-agnostic deepfake detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Untag: Learning generic features for unsupervised type-agnostic deepfake detection

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.483684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.613046Z digest=sha256:d7719c7c2f68e19576754c925d62216c299580b9156b1ab0947a850e072014a8

Observation c50f56b6-8c5d-41d4-907f-dc637b6504e7 · outbound

This paper cites When Does Label Smoothing Help?.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection When Does Label Smoothing Help?

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-10T22:38:00.617192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:38:00.617192Z digest=sha256:c93aa745b7e58ee8a7559704bacfc5e416db282cba0beea0752131e5d80ff370

Observation 156c9e31-5c52-4ab8-a8d8-d87a10fa57e8 · outbound

This paper cites FakeFormer: Efficient Vulnerability-Driven Transformers for Generalisable Deepfake Detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection FakeFormer: Efficient Vulnerability-Driven Transformers for Generalisable Deepfake Detection

Reference 41

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no resolver link, observed 2026-08-10T22:38:00.621719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:38:00.621719Z digest=sha256:e1d078df19c442291883e65ff70b95fe711e10ce5dd3f53ab35afcb8dc41c2e7

Observation 3627845b-9be0-4754-89e3-37168e9c8a2c · outbound

This paper cites Laa-net: Localized artifact attention network for quality-agnostic and generalizable deepfake de- tection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Laa-net: Localized artifact attention network for quality-agnostic and generalizable deepfake de- tection

Reference 42

Resolution
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raw_fallback, observed 2026-08-10T22:38:01.469475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.626484Z digest=sha256:6c092551f3e2795cb70fd5dcb1c40bb9c9d8e1c560ab8e9d8de6269f88576ef8

Observation e254a251-9a9e-4f19-94f6-3367587b3018 · outbound

This paper cites FSGANv2: Improved subject agnostic face swapping and reenactment.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection FSGANv2: Improved subject agnostic face swapping and reenactment

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.454266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.631076Z digest=sha256:0cc5f97b35524676f63b81300037ee7e75867a3e103f3f3eac2019297a63d0f9

Observation a992c2b8-d2ba-4636-a81b-2be05eaa1bf8 · outbound

This paper cites Thinking in frequency: Face forgery detection by min- ing frequency-aware clues.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Thinking in frequency: Face forgery detection by min- ing frequency-aware clues

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.439726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.635737Z digest=sha256:5fd6c3fda7b57a5b1ddcc86060e4b7a8aab150d9b63275d469b84e56b17af060

Observation 754f4297-be57-45d5-8305-fcae59d39265 · outbound

This paper cites South korea to criminalize watching or possess- ing sexually explicit deepfakes.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection South korea to criminalize watching or possess- ing sexually explicit deepfakes

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.424889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.640053Z digest=sha256:6edd517acd917408f23115144ef6f4189a440d3d805533fa9803193675892168

Observation 95d174e4-940a-46ff-aac9-6694a5667416 · outbound

This paper cites FaceForen- sics++: Learning to detect manipulated facial images.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection FaceForen- sics++: Learning to detect manipulated facial images

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.410134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.644481Z digest=sha256:b23e0d0e3f058d2c133f1b4751a33e507b1d601ec43e7aab294ef94341e13d6a

Observation c180ce7f-6068-4ffd-9b3d-3aaecabb588d · outbound

This paper cites Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

Reference 47

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no resolver link, observed 2026-08-10T22:38:00.648738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:38:00.648738Z digest=sha256:5e2c24b06895f2fea7bbb6f08e3c5b9ca43ee41b4cd40a6bc92035bb69a29fe8

Observation 90652379-bf72-43b1-8a19-9f3a20512588 · outbound

This paper cites Detecting deep- fakes with self-blended images.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Detecting deep- fakes with self-blended images

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.395776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.654020Z digest=sha256:997302c6a61b6194c4987e5844ab398b59c6958a1ef27f77c619e0a45e61c158

Observation c2b2952c-fa00-4e38-9107-55f0bac3813c · outbound

This paper cites Collaborative learning for deep neural networks.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Collaborative learning for deep neural networks

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.380688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.658397Z digest=sha256:cc36ea252c070f656f896d6e92101f48c6b23be93fcfadedbc684ba73739b0aa

Observation 72e76968-d1de-4d84-adaf-c4f704cc7269 · outbound

This paper cites Deferred Neural Rendering: Image Synthesis using Neural Textures.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Deferred Neural Rendering: Image Synthesis using Neural Textures

Reference 50

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unresolved
no resolver link, observed 2026-08-10T22:38:00.662678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:38:00.662678Z digest=sha256:c1388f466ecd1e9d6e61fd181b13b33296e85b94392aa79d75c900cd307e9aa8

Observation 63592e04-0068-4cd6-abed-54f95d35b8d7 · outbound

This paper cites Face2Face: Real-time Face Capture and Reenactment of RGB Videos.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Face2Face: Real-time Face Capture and Reenactment of RGB Videos

Reference 51

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unresolved
no resolver link, observed 2026-08-10T22:38:00.667661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:38:00.667661Z digest=sha256:45dc816a0b8414493b9f65bd9c4a270b7aa68ad568c6735f127b69439b589056

Observation dbb95b0d-196f-4de1-af04-59fbb3be41a3 · outbound

This paper cites Training data-efficient image transformers & distillation through attention.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Training data-efficient image transformers & distillation through attention

Reference 52

Resolution
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no resolver link, observed 2026-08-10T22:38:00.672146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:38:00.672146Z digest=sha256:b64bb297c5b88835742d76ed4e2fc0259cc64997ae618dd5ecc8482ddd0a168a

Observation 534b589b-2193-48ae-acad-3cc678095def · outbound

This paper cites Deepfake presidents used in Russia-Ukraine war.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Deepfake presidents used in Russia-Ukraine war

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.366123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.676532Z digest=sha256:837d16e9571d5593b0c6725a720b9483c9805aac5378feb5120759d3ae66390d

Observation 1f1d8eee-6921-4b45-abe2-4c246a91b491 · outbound

This paper cites Representative forgery mining for fake face detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Representative forgery mining for fake face detection

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.352455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.680708Z digest=sha256:b579c0bfffe561926088004fbced674f9050086f0538baa185cc9a7df2ffd9df

Observation 304c86a5-fe84-4055-ac7b-61e8dd0c352c · outbound

This paper cites Dynamic graph learning with content-guided spatial- frequency relation reasoning for deepfake detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Dynamic graph learning with content-guided spatial- frequency relation reasoning for deepfake detection

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.338796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.684820Z digest=sha256:531e6c3be416e2a476d24cd668e059ba8c2ee2985f54f3aef285ec969c557ede

Observation 6b66057d-a9a6-480c-90c7-66ecff767e95 · outbound

This paper cites Altfreezing for more general video face forgery detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Altfreezing for more general video face forgery detection

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.325433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.689007Z digest=sha256:def391cc8b40f8d643a6f4ea277a93d2547a8899934e39db8d2004e6e6e3a710

Observation bac0dc88-c010-44cb-93c2-3234f0471aaa · outbound

This paper cites Tall: Thumbnail layout for deep- fake video detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Tall: Thumbnail layout for deep- fake video detection

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.311879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.693427Z digest=sha256:ebf0e4da404792bbed3b602e5d23f77c3ea54782a863e6d21944ce35815c75a4

Observation e318918f-9c0e-4298-ac16-793a02c41e80 · outbound

This paper cites Mobilefaceswap: A lightweight framework for video face swapping.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Mobilefaceswap: A lightweight framework for video face swapping

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.297925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.697752Z digest=sha256:04b4d69cd8e6515a4f85a75241d42d9828e33ef706679ba9db73ef8a751e40a3

Observation c7e77346-c757-44e7-b47b-1899de8e30f0 · outbound

This paper cites Ucf: Uncovering common features for generalizable deep- fake detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Ucf: Uncovering common features for generalizable deep- fake detection

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.283917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.702166Z digest=sha256:771b6ae93788bec67bab79a6b8520a579db096b1274665e99de0ff1f3948197f

Observation f0e36101-6df4-4719-a8d4-11da6539324a · outbound

This paper cites Transcending forgery specificity with latent space augmentation for generalizable deepfake detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Transcending forgery specificity with latent space augmentation for generalizable deepfake detection

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.270113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.706348Z digest=sha256:abd9ca819b94a7358ca35d4c680dbd7aa49297c23d0eb58b4561286faebbbb7d

Observation 40700b58-d24d-4e42-96e9-e205e8674090 · outbound

This paper cites Df40: Toward next-generation deepfake detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Df40: Toward next-generation deepfake detection

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.255117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.711358Z digest=sha256:1dbc1f0b38c11ae2a377d6c86adc05fea532b15571c6f3b1c62db8ccfb2018e2

Observation 9b6b2c11-4aa0-4e74-aaf0-1f61f91be803 · outbound

This paper cites Generalizing deepfake video detection with plug- and-play: Video-level blending and spatiotemporal adapter tuning.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Generalizing deepfake video detection with plug- and-play: Video-level blending and spatiotemporal adapter tuning

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.240951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.715691Z digest=sha256:cd940f5138f3fd4be3ae4a07474d1dcaaeb29a968ee992f3c8647160e035d78b

Observation 0213a654-03ef-496e-b7f5-f57596140c9d · outbound

This paper cites Local region frequency guided dynamic inconsistency network for deep- fake video detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Local region frequency guided dynamic inconsistency network for deep- fake video detection

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.225211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.719961Z digest=sha256:1a8e9915f0bbc37894a6a5c433302f4ac6fe7378f6298468ce0b5cd3672faccf

Observation db4ac482-194c-4cbe-8806-796b88f09c63 · outbound

This paper cites Deepfake video detection with spatiotemporal dropout transformer.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Deepfake video detection with spatiotemporal dropout transformer

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.210759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.724098Z digest=sha256:245d8e35126ebb741c2d6448482673ff11ce381f514378b072a9f30baa42436b

Observation ec058fd5-edc1-4a0c-9259-ce9f4a4152c0 · outbound

This paper cites Learning natural consistency represen- tation for face forgery video detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Learning natural consistency represen- tation for face forgery video detection

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.196515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.728251Z digest=sha256:787fdd111e23070142429cfd7250b4beba2f05913f8b821ba88bf7c9e74b5e6f

Observation e7f9983c-d257-43b9-ab49-30458728478d · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection mixup: Beyond Empirical Risk Minimization

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-10T22:38:00.732374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:38:00.732374Z digest=sha256:2af881f19ed6b3f740f6a15393f0b1e86d3bc7f2c91378e9def764bb50e0e7b4

Observation f9dde089-3edf-4b19-bda3-2bd9c2e71fec · outbound

This paper cites Istvt: Interpretable spatial- temporal video transformer for deepfake detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Istvt: Interpretable spatial- temporal video transformer for deepfake detection

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.181491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.737037Z digest=sha256:aed31aa1945c8267c1a77c5e84814f2e84843181d98f237626728ac848250768

Observation 92cc75bc-12a5-4283-9371-b2bf9affcfdc · outbound

This paper cites Learning self-consistency for deepfake detec- tion.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Learning self-consistency for deepfake detec- tion

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.166649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.741188Z digest=sha256:72205870a98a4753179ae6fa6e8d12a4969c88aa538f82182de988841a8813e8

Observation ec434534-c948-45ee-94d4-02509f75ec3e · outbound

This paper cites Multi-attentional deep- fake detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Multi-attentional deep- fake detection

Reference 69

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verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.152430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.745247Z digest=sha256:7e7e654805764a5cd50940ea78484d05877354a82452a08219de1bd39a00b0de

Observation 87069f6d-11c4-459e-9262-85efd81735f3 · outbound

This paper cites Diffswap: High-fidelity and control- lable face swapping via 3d-aware masked diffusion.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Diffswap: High-fidelity and control- lable face swapping via 3d-aware masked diffusion

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.136205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.749365Z digest=sha256:2abf646d7f660aff4fbb8eb2ce4a89664e82e9998a1bd424f5c74f6d70a737c3

Observation 7ef1d3c9-ea53-4a72-9ec7-861d4b6a90c2 · outbound

This paper cites Exploring temporal coherence for more gen- eral video face forgery detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Exploring temporal coherence for more gen- eral video face forgery detection

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.120826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.753595Z digest=sha256:480bcfa13381f62810024786328498287f386b11d9c1fb41573e86c1d1e45324

Observation 86d107b9-c80c-4611-a73d-0f80608a1dc6 · outbound

This paper cites Random Erasing Data Augmentation.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Random Erasing Data Augmentation

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-10T22:38:00.757916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:38:00.757916Z digest=sha256:d0b8ba60b8762d6f3c6943cdb2a544ee43c40207023ee39a046ff5fb44ac2595

Observation 7e725797-129e-4277-8ed4-0c9ea1e326bb · outbound

This paper cites One shot face swapping on megapixels.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection One shot face swapping on megapixels

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.105207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.762381Z digest=sha256:1bada6519a174b587d961256f50e1ae842b48b71c00a9a417fa49ab85c564d46

Observation 97cc9bb7-82e7-4b4e-b34e-e1b4403d7137 · outbound

This paper cites Wilddeepfake: A challenging real-world dataset for deepfake detection.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Wilddeepfake: A challenging real-world dataset for deepfake detection

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.090038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.766858Z digest=sha256:c5981562d44891910f03db9dce257b6852398b4bda1b625f36dfc9359c09abe5

Observation 85d9672f-7bb0-4f62-98d1-00d0fb28ae7f · outbound

This paper cites Aver- age.

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection Aver- age

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:38:01.075595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T22:38:00.771550Z digest=sha256:e85ca0c318dec8639f37f705124bdc04f58827a7f60bcb0007694e98570fe598

Pith citing papers

Observation ec66304e-227d-468b-9b56-71001d869c62 · inbound

Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems cites this paper.

Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection

Reference 205

Resolution
unresolved
no resolver link, observed 2026-08-06T14:34:11.272456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:34:11.272456Z digest=sha256:95e28585da8246a568a550212e492d60759fdc38eb9ba39cf55b6c580813944c

Observation 38b1b72d-3949-4fe3-94df-5357e0d9c3f2 · inbound

CMTA: Leveraging Cross-Modal Temporal Artifacts for Generalizable AI-Generated Video Detection cites this paper.

CMTA: Leveraging Cross-Modal Temporal Artifacts for Generalizable AI-Generated Video Detection Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:16:09.968116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-09T20:22:00.777817Z digest=sha256:6b52be6e820832e6db54d3aff81c7d13f565eb6fc7b55a2fe07751be0a7571ee

Observation ee07dc6a-45fa-47b6-a58d-fb39c659de68 · inbound

CAM-VFD: Cross-Attention Multimodal Video Forgery Detection cites this paper.

CAM-VFD: Cross-Attention Multimodal Video Forgery Detection Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-20T15:13:25.051336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-20T15:08:25.309094Z digest=sha256:928cb787fde82f686361f7c4a10b0fbae5f4b41aa18af1bf82900bdb9cba5529

Observation 9d42861d-ec21-4742-addc-f85e8ff1c58a · inbound

Deepfake Detection in Social Media: A Temporal Artifact Analysis Using 3D Convolutional Neural Networks cites this paper.

Deepfake Detection in Social Media: A Temporal Artifact Analysis Using 3D Convolutional Neural Networks Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-20T13:13:18.736821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-20T13:08:29.414406Z digest=sha256:dc1fdf1be041e779afcd293a1cd56891ef80cbc22c91d20e8ce26bf82d398990

Observation e3f633c8-ef50-4b4c-8c6b-e40afa92b973 · inbound

The Regularizing Power of Language-Training Deepfake Detectors cites this paper.

The Regularizing Power of Language-Training Deepfake Detectors Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection

Reference 41

Resolution
metadata mismatch
arxiv_id, observed 2026-06-28T23:22:46.823534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-28T23:19:55.111556Z digest=sha256:33d911a2678b10cbffa98ebb59e235c6a5dfbbc1fd2cda04dd2a71156f71aff3

Observation e39e51b4-50da-46a6-b4e4-b238bb7a7453 · inbound

Detecting AI-Generated Video: A Vision-Language Dual-View Survey cites this paper.

Detecting AI-Generated Video: A Vision-Language Dual-View Survey Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection

Reference 91

Resolution
unresolved
no resolver link, observed 2026-07-14T09:16:37.881212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T09:16:37.881212Z digest=sha256:3a2557ba4a90e743e4a71bb30417bd4f5d288091b8c47ca8f376cbe77d90e6f6