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Paper Citation Record · LEDGER

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection

As of 17 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 2 inbound Pith citation observations for arXiv:2507.02398.

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

pith.paper-citation-record.v1
2507.02398 v2

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:36:50.778501Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T09:16:37.881212Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T23:22:46.812869Z

Reference resolution

56 of 56 outbound references displayed

  • verified exact0
  • verified fuzzy51
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e5edf92c-d423-4a8b-b126-e20ffec25648 · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Mesonet: a compact facial video forgery detection network

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 9e34c0b0-6854-4cec-a8bb-1ad1e773a82f · outbound

This paper cites Simple online and realtime tracking.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Simple online and realtime tracking

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 60a82099-1582-4b47-ae31-08203b575873 · outbound

This paper cites Quo vadis, action recogni- tion? a new model and the kinetics dataset.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Quo vadis, action recogni- tion? a new model and the kinetics dataset

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation d535a3ed-ef34-46d5-8c0b-41adca1c3d86 · outbound

This paper cites What makes fake images detectable? understanding properties that generalize.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection What makes fake images detectable? understanding properties that generalize

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 82a5a858-b7a0-41b2-91fe-471c84ffede3 · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Self-supervised learning of adversarial example: T owards good generalizations for deepfake detection

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 93d84ac6-00c5-432f-ba4b-98e73dc4591c · outbound

This paper cites Local relation learning for face forgery de- tection.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Local relation learning for face forgery de- tection

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 6cefdeb0-e6e5-44a0-83f4-9a4f71e06a2b · outbound

This paper cites Exploiting style latent flows for general- izing deepfake video detection.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Exploiting style latent flows for general- izing deepfake video detection

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation ac998966-60ce-4b47-83fd-3e3aea44f5b1 · outbound

This paper cites Xception: Deep learning with depthwise sep- arable convolutions.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Xception: Deep learning with depthwise sep- arable convolutions

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation b9848507-bc37-4eb1-9f56-8b55d513c663 · outbound

This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Reference 9

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Source-reported events for the cited work

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Observation d18ade17-a553-4334-857f-437c005d15dd · outbound

This paper cites Lip reading in the wild.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Lip reading in the wild

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 69200f5f-8379-48de-9894-d41f23aad7aa · outbound

This paper cites Retinaface: Single-shot multi-level face local- isation in the wild.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Retinaface: Single-shot multi-level face local- isation in the wild

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 9e164c59-604a-41a6-89f7-f4f7c51ba036 · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection The DeepFake Detection Challenge (DFDC) Dataset

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7697d73b-4c68-4910-ad58-e13eaa4757f8 · outbound

This paper cites Implicit identity leakage: The stumbling block 5 to improving deepfake detection generalization.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Implicit identity leakage: The stumbling block 5 to improving deepfake detection generalization

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 21be61ab-6cfd-43ea-a87e-819f78d460ae · outbound

This paper cites Contributing Data to Deep- fake Detection Research — ai.googleblog.com.https://ai.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Contributing Data to Deep- fake Detection Research — ai.googleblog.com.https://ai

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 8ad6ff13-c365-48c3-adcf-cdde798dd44d · outbound

This paper cites Slowfast networks for video recognition.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Slowfast networks for video recognition

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 7d5057c3-4769-4db1-b8e2-a7f796f81e60 · outbound

This paper cites Look closer to see better: Recurrent attention convolutional neural network for fine- grained image recognition.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Look closer to see better: Recurrent attention convolutional neural network for fine- grained image recognition

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 56f43d08-139f-4510-9155-38a1332efbc3 · outbound

This paper cites Exploiting fine-grained face forgery clues via pro- gressive enhancement learning.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Exploiting fine-grained face forgery clues via pro- gressive enhancement learning

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation d2601358-96ac-448d-8a8f-f49361126ac8 · outbound

This paper cites Lips don’t lie: A generalisable and robust ap- proach to face forgery detection.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Lips don’t lie: A generalisable and robust ap- proach to face forgery detection

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 4bfe5398-cbaa-4bb2-8e9b-b2056eb53110 · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Leveraging real talking faces via self-supervision for robust forgery detection

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:47.579814Z digest=sha256:dd5b3fe72735425eb7c4e51ce83b8a828e28013fbf9d62bdf628315598a89694

Observation 6dbfab29-9a66-494d-999c-59c2fff20cc4 · outbound

This paper cites Deep residual learning for image recognition.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Deep residual learning for image recognition

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation b7a85272-1c93-4392-b83c-4c688f86704e · outbound

This paper cites Learning to detect fake face images in the wild.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Learning to detect fake face images in the wild

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 6ae9d1a6-fa30-47be-a10e-2e8d493a2c96 · outbound

This paper cites Bihpf: Bilateral high- pass filters for robust deepfake detection.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Bihpf: Bilateral high- pass filters for robust deepfake detection

Reference 22

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 3b168a92-45ca-4d5b-93c6-806976573967 · outbound

This paper cites Frepgan: robust deepfake detection using frequency-level perturbations.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Frepgan: robust deepfake detection using frequency-level perturbations

Reference 23

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Observation 601e6924-110a-4afa-b938-270ef759b24b · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection DeeperForensics-1.0: A large-scale dataset for real-world face forgery detection

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 25aef073-4dac-44da-bc3c-4c56e2a717ef · outbound

This paper cites A Style-Based Generator Architecture for Generative Adversarial Networks.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection A Style-Based Generator Architecture for Generative Adversarial Networks

Reference 25

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Observation 456935ef-4729-466d-9dfa-26fba496c5fa · outbound

This paper cites Image feature detectors for deepfake video detection.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Image feature detectors for deepfake video detection

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 75b63e91-190e-43c9-9741-1bb8f1f1bbd4 · outbound

This paper cites Kodf: A large-scale korean deepfake de- tection dataset.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Kodf: A large-scale korean deepfake de- tection dataset

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation ed034ddd-60cc-400b-ace5-4c242ba24a7c · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping

Reference 28

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Source-reported events for the cited work

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Observation 846bfdc8-60e8-4fb0-a536-b7c0d8ff405b · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Face x-ray for more general 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 2026-08-17T06:30:58.91139+00:00.

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Observation 5068fed2-f7e6-41c3-bcf8-934eeaf6fdb7 · outbound

This paper cites In ictu oculi: Exposing ai created fake videos by detecting eye blinking.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection In ictu oculi: Exposing ai created fake videos by detecting eye blinking

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 5eca80a5-5efd-4feb-9289-f2e854b836d3 · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Celeb-df: A large-scale challenging dataset for deepfake forensics

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation d6ec5d44-54cd-4e57-8626-cdfb660b992a · outbound

This paper cites Gener- alizing face forgery detection with high-frequency features.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Gener- alizing face forgery detection with high-frequency features

Reference 32

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raw_fallback, observed 2026-08-06T20:36:54.945353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:48.937432Z digest=sha256:73865a19725e240ab93b49efb7e96d920aa8b2e19b7d1e53e31bf04a8d0b721c

Observation 2768ac5e-d042-495b-a706-8a751ef860eb · outbound

This paper cites T wo-branch recurrent network for isolating deepfakes in videos.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection T wo-branch recurrent network for isolating deepfakes in videos

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.031231Z digest=sha256:d5c8abeca3b7cfd7d0cfda02e60fb64bf9d9cae4ae4ea169eb2b078b6e7129f7

Observation c5e2de37-0c75-4f34-a9e3-5db96b32a999 · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Deepfakes generation and detection: State-of-the-art, open challenges, countermeasures, and way forward

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-06T20:36:54.714425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.102980Z digest=sha256:efeb863ce4e1a0f6852b7c9fa0ee4d075c9a00e797317886e6dce99e5f7de288

Observation 51075555-7baa-4079-b02a-4c77c92ec9b5 · outbound

This paper cites F 2 trans: High-frequency fine-grained transformer for face forgery detection.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection F 2 trans: High-frequency fine-grained transformer for face forgery detection

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:54.592836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.183573Z digest=sha256:803ae5f18e22b9d331e229c699048bd6b37795f27416953cee037cd2eab43bdc

Observation 8afd0004-d9e0-4ec7-a2dc-891df4ad210c · outbound

This paper cites Generaliz- able deepfake detection with phase-based motion analysis.IEEE Transactions on Image Processing, 2024.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Generaliz- able deepfake detection with phase-based motion analysis.IEEE Transactions on Image Processing, 2024

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:54.441960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.281085Z digest=sha256:aeef7d5223504d151725494b276a71b94a281caf012950bae203926c903c3d97

Observation 82094bab-5d0a-481e-8bbd-526f457ddf3e · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Thinking in frequency: Face forgery detection by mining frequency-aware clues

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:54.288431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.414720Z digest=sha256:6c97f5ce51bbf8e01bc0ea50b92e39963d5a2c0c2015e208a048cac49671b25d

Observation b2151879-b462-494d-8ba1-ecc6f004cc3a · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Thinking in frequency: Face forgery detection by mining frequency-aware clues

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:54.172438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.482399Z digest=sha256:ccc5f9efa6db2adc475abeee77fa0034c43a0f1bd09601fc3d62f5e06cb16a45

Observation cbdb8335-e143-4b31-b76b-edba5673ba01 · outbound

This paper cites Encoding in style: a stylegan encoder for image-to-image translation.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Encoding in style: a stylegan encoder for image-to-image translation

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:54.035068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.566736Z digest=sha256:97ff86897ccbb5de9d9976f3f09c4ac001b9e55819a866f6db0485c43ebd51b4

Observation 206ae763-1eb9-4e12-b71c-8f3b7564a4bb · outbound

This paper cites FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T20:36:49.654583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:36:49.654583Z digest=sha256:9d8e59a1e2027baeb6b343cb1b14d00ddb69caf82fdf8af9ee6f6dbb3294f9d2

Observation ebb69cd7-a03d-4549-87fe-89d14eadb0ec · outbound

This paper cites Berg, and Li Fei-Fei.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Berg, and Li Fei-Fei

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:53.924356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.716368Z digest=sha256:4523a18cb70fe562804d3ad38a6e4b576281eefa5f17f5691cbef6a910f5af5a

Observation bfc72331-223f-48c2-b867-f490044aaee0 · outbound

This paper cites Recurrent convolutional strate- gies for face manipulation detection in videos.Interfaces (GUI), 3(1):80–87, 2019.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Recurrent convolutional strate- gies for face manipulation detection in videos.Interfaces (GUI), 3(1):80–87, 2019

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:53.821347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.805255Z digest=sha256:d644a98319e108937246f337e7330dbfcdc66f6cd0da12153ac21f6cf78826a0

Observation e39dd79e-1266-425b-b8af-1308a9090046 · outbound

This paper cites Detecting deepfakes with self-blended images.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Detecting deepfakes with self-blended images

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:53.700525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.856959Z digest=sha256:fd908d30e77554ce3f777c1f399953a4749a972353054883982dfc4c48a40f91

Observation 78ba085b-2ddb-469d-9d9c-06235cb70f29 · outbound

This paper cites Face forgery detection via symmet- ric transformer.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Face forgery detection via symmet- ric transformer

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:53.511475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:49.919503Z digest=sha256:9f49a0b58d3557f1850000314e53d72c6e6aeee38f5d4b7e441731a372b2e295

Observation f828deb7-1186-481d-b6e0-1a6171ecb5f5 · outbound

This paper cites Improving the efficiency and robustness of deepfakes detec- tion through precise geometric features.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Improving the efficiency and robustness of deepfakes detec- tion through precise geometric features

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:53.376970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.010043Z digest=sha256:e390b52e3f3d4af7c5100180f2a8ee1269880206b47d6d6c6ccd55240c02537d

Observation 884ac86b-ab3d-437d-a05b-d2819a5e2370 · outbound

This paper cites Cnn-generated images are surprisingly easy to spot.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Cnn-generated images are surprisingly easy to spot

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:53.210024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.057062Z digest=sha256:e215d47672ffe9950625fff4ca64ec0bd9084900a7340c877f2bc59e04f761dd

Observation 0f829fff-cfa2-4539-adea-7a110a098075 · outbound

This paper cites Spatial-temporal frequency forgery clue for video forgery detection in vis and nir scenario.IEEE Transactions on Circuits and Systems for V ideo T echnology, 2023.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Spatial-temporal frequency forgery clue for video forgery detection in vis and nir scenario.IEEE Transactions on Circuits and Systems for V ideo T echnology, 2023

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:53.040716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.131040Z digest=sha256:d08e6b119db046d672796accbe19918784538a5c7761821282320bcf7d1ce877

Observation 009388da-b31c-47f6-8202-ecc44712a262 · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Dynamic graph learning with content-guided spatial-frequency relation reasoning for deepfake detection

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:52.816997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.215603Z digest=sha256:e25f9075135ddf60ed46e7d0284725648149adb4450dbbaf08c0422b8f57fa4a

Observation c8f08ef3-ffd5-4308-b120-5a114f713e0f · outbound

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

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Altfreezing for more general video face forgery detection

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:52.603848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.306026Z digest=sha256:053d5ba0ff2400a5c1555e8cc31ffff23c3f830b3a4167de51d27069fd3f00a5

Observation 4c38bb82-7939-4861-9874-10fd4b13578c · outbound

This paper cites Multimodal graph learning for deepfake detection, 2023.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Multimodal graph learning for deepfake detection, 2023

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:52.417155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.362873Z digest=sha256:a820c90c875a13f0f10858f7b158d93eccdff8d9132fb0b8d675737ad4df9670

Observation 616c115a-dcb5-41ba-88ad-c10069df0d07 · outbound

This paper cites Exposing deep fakes using inconsistent head poses.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Exposing deep fakes using inconsistent head poses

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:52.264868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.424372Z digest=sha256:4354122a0792f003257db3884a3ff255df8c366142fd96770690c57ff2d9f2c9

Observation 6867bb7c-fc35-43c2-9931-0f6fa1c03b86 · outbound

This paper cites Attributing fake images to gans: Learning and analyzing gan fingerprints.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Attributing fake images to gans: Learning and analyzing gan fingerprints

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:52.019766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.472085Z digest=sha256:2ecda71baf50974e1a8e592140773ef52bb69104edfd913e394631dea95c79bb

Observation 78dd69f9-b00c-493a-9582-85c38c89c9fb · outbound

This paper cites Istvt: Interpretable spatial-temporal video transformer for deepfake detection.IEEE Transactions on Information F orensics and Security, 18:1335–1348, 2023.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Istvt: Interpretable spatial-temporal video transformer for deepfake detection.IEEE Transactions on Information F orensics and Security, 18:1335–1348, 2023

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:51.753464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.550681Z digest=sha256:97b46c94b2de4be97ea03d9790bb79a37ff4e51cb05962e9796430e51e2d5a98

Observation 10a7656c-323c-4711-8204-ab782482fb3b · outbound

This paper cites Multi-attentional deepfake de- tection.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Multi-attentional deepfake de- tection

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:51.460094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.624690Z digest=sha256:338343564945b071aae585c190cb6837991e26eb1eda3cd04b39c694c09f5085

Observation ee4a29f5-bf21-46be-95b8-2446e0bb92fb · outbound

This paper cites Exploring temporal coherence for more general video face forgery detection.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Exploring temporal coherence for more general video face forgery detection

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:51.186162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.699766Z digest=sha256:0a38cb2f7dc5d50b72af6e040b013d1868e7ab2f44c512877fe40ecf12818f17

Observation 52fffff9-e2fd-46b6-bffa-8e20c88b2e72 · outbound

This paper cites Multiple recurrent attention convolutional neural network for fine-grained image recognition.

Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection Multiple recurrent attention convolutional neural network for fine-grained image recognition

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:36:50.943930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:36:50.778501Z digest=sha256:6208df2aa577d71afcd7f41232f2a8aa0bd02ba2c1084f7a7b22af90c9f8135b

Pith citing papers

Observation c8474e11-d844-4e2c-836e-c01685bfb5be · inbound

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

The Regularizing Power of Language-Training Deepfake Detectors Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection

Reference 31

Resolution
metadata mismatch
arxiv_id, observed 2026-06-28T23:22:46.814294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T23:19:55.111556Z digest=sha256:08608643220d3154aabb59d154b23e65373004148cf241e07e0882837269f606

Observation 0977fc1a-a29c-4a61-a505-b9570a8dd9bc · inbound

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

Detecting AI-Generated Video: A Vision-Language Dual-View Survey Beyond Spatial Frequency: Pixel-wise Temporal Frequency-based Deepfake Video Detection

Reference 79

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:ed52a4ef9625d29e8a5e2b2e5869ad9290b4f3dfebb7390add1851d86b62899b