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Paper Citation Record · LEDGER

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

As of 20 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 2026-08-20T06:33:59.587034+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
  • parse uncertain0
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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 2026-08-20T06:33:59.587034+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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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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Source-reported events for the cited work

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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 2026-08-20T06:33:59.587034+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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Source-reported events for the cited work

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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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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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Source-reported events for the cited work

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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

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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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 2026-08-20T06:33:59.587034+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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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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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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.580628Z digest=sha256:0fd788aa93e6077d59c1b1c004abab255da08c0aa6fa010bb225b8903b044a36

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.584775Z digest=sha256:aa58d385cc5053fba8883e5831852a4a8ec089523a0592d4374e99ed66d98147

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.589302Z digest=sha256:af3ca4f89c8eea3eeac3e4cdd8de9a8d27e55166069379946842a667a0fb15ca

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.594130Z digest=sha256:781997c09cd0318e5d86812e1de6b1ba8235719cd260c958071617c21a7de4d9

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

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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.598771Z digest=sha256:becc44d7c233d74b06cf8f3c5ccd64ca506215afe0b6f26b5c2c108114edd279

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.603965Z digest=sha256:4ddf74656cbd64869a9d31f4c3c245875cee40814612e3a13a00d91acdc290e5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.608765Z digest=sha256:813a8b873a8ae31e1355622958a976abb4d356db57486f98d88b0f1edf5cc40b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.613046Z digest=sha256:7fef1d1a3d599e0e549f439b0f94c01ae2611479f196217a4d9a03dd0125837b

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=sha256:3f8f26ad3b09ca8e4e991e6194ba6635f2f1f429bd267eecac541eb0254dd784

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:f4d006cd83c346378aa2edad83d8fcca71bbc648e67020c2019a0b5d841bc097

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
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.626484Z digest=sha256:42b9776d47730947bbfa3b00f9189ffc3f729eafedf5b54872378888f8864b88

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.631076Z digest=sha256:ac6f4d9001b4146e459ea2d9c5420468cd2e1144248bca87a12a7d4d373b30d0

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.635737Z digest=sha256:e76e3ae7995dea411cf8f14a863fa49d5966a346b2ae9c18a73b9c89213c4d17

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.640053Z digest=sha256:23240ced9772cf84dfdf72b170a6861509290bce407446000298598f7bdc98c3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.644481Z digest=sha256:d3c8028dc7457286610546393d2dd485ebf4b13ecde7bf3960c42022a417293a

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

Resolution
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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:c364dde577700df552f2c04fc9d5b76d721d413b74c980cce43e80a647ce1c14

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.654020Z digest=sha256:6b505758e4520e0ea941f86d412a7190af136c20522760ab063a7779978ae4d6

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.658397Z digest=sha256:97caa54197c2158532b80100b9961ef66d8f57e36139d6f892d7890cb65b5a77

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

Resolution
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=sha256:924fdb944f5ee5462c1f4c28da5dc916d530731b1ccb15fb0c605b5e2c88f610

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

Resolution
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=sha256:1a8168210976f61e6a24fa9a3d88c69b9fae18497cd9e149b6b614b028cb7242

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=sha256:1216cfd8e4a75a7fb75f2262f5345f9e45079ca3927cb21ea2768d3961d339b7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.676532Z digest=sha256:48c6da73446561a6b261cbf5f41cefa2736ba303a8200caba703dd994d2829a9

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.680708Z digest=sha256:fb59d00b26f5f77e4c1e7a0a05a7df47d6b99a6cf01681c5f0f1c31765f521ec

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.684820Z digest=sha256:0faa0b80b8b352b3145c5a43c617a17a939152915cdf29b4b36eb2d943b04787

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.689007Z digest=sha256:90e387e2a8a637b83b465a23ab6e626597b18805ec126d133ead7315edbb9216

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.693427Z digest=sha256:65f7856ea3a8386485001023d93f0af93a4508840ce1c6d124362523aaf11c47

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.697752Z digest=sha256:b564dbb72321b49af31f71d61cb0535674688d40efb970c6ee482cc47a454b97

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.702166Z digest=sha256:d57fb708f13326be0eafb5e958041a378c2aa097ca1296e844bc20bbb7aef629

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.706348Z digest=sha256:c0e96bee8c19901eeee9b41e85986aaf7e251605d0d194390549641660aef34b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.711358Z digest=sha256:b8cfa761570300835751a736963e60d759e90f8993481a2c57ae938e9a9e9620

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.715691Z digest=sha256:7a128cc995d38ce8eff0c910ce5ceec8daac081195c8d7049604d6a7e5637281

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.719961Z digest=sha256:9ca0945b41d1a45cbf85c9cdea5734caf9dcd5a1ab6a22f7c872b1a03650b3ed

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.724098Z digest=sha256:6018a293d8b0c086349b22714ecef2fa17f5c90e999207d5798f6853b176db05

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.728251Z digest=sha256:829a1b93c62068331a7c0b5c22096f2865307bc3365edbcab503a150ef9661cb

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=sha256:20cc0d6f56de6dba67cbf24c6810eccc1602f21275af60156292819f0b943ff1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.737037Z digest=sha256:854cc6ce9588aafcf798a0e81d4ad255188c61a48764ab39dabf96f9bd0b23f5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.741188Z digest=sha256:e37e3a944caf3720fb4d9c9da45cf86e4e46fd9a469ae2b437c8241506d678a1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.745247Z digest=sha256:3378017449b8c0ce4dfd1846c6902242cb1a3ee6bb455e976fb398d6eb7fbb6f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.749365Z digest=sha256:3ed8b674ee8a2c04bf6f0e02d285bf0bc2a03ccfe38c09eb833a72b2c33c3d0d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.753595Z digest=sha256:b7a8a181f4b5a339a52aa3d7dffb6202f6920719e4edaea7ee5adc925854105a

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=sha256:6eb94c156b8e2e02aa32d5d165da52889ad634e1e884c9245387e4fbd6e908af

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.762381Z digest=sha256:fb7906981b5acbeb097ba8094947569a2eecb5ee17a86b643fbc4deebba4fbf7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.766858Z digest=sha256:2a3dd03ba7e839c42e94b1506d721a6d472fa5ab68b5f7c0c49c1a6f4ecd3d16

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-10T22:38:00.771550Z digest=sha256:599f6ac1cef7edf2e0d9ccda7141f145167b9f3c94d684d948c085d0058cc44c

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:be6e9855aa226dd4cf5447e0555cca692a073debb3fa1f9e09d5ca760dcc6d7c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-09T20:22:00.777817Z digest=sha256:c33c2e2756daa6bee3c1b4aaed0d2b06338c587912e5a12b78f4e3498ffea8f4

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T15:08:25.309094Z digest=sha256:5197693cf6ba7d379f5e2400698ca57c9cb09d60febc86fd2ad0078d94d7024b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-20T13:08:29.414406Z digest=sha256:c2b0ce2b375c36f3599e3014ce6fdc78e087e9a6f1eed484e0e27abb1038532e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-28T23:19:55.111556Z digest=sha256:63e0976100d0bce1a3adc230d3a029a9f4798d7e0e3d6de7ff8223c33c301f9a

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:fdca22e37d84399fd402e2201883519718ecb9eca04389f98dc17ede14b8f244