Paper Citation Record · LEDGER

Deepfake Detection with Spatio-Temporal Consistency and Attention

As of 15 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:2502.08216.

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

pith.paper-citation-record.v1
2502.08216 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T06:01:51.183055Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-20T13:08:29.414406Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T13:13:18.706165Z

Reference resolution

45 of 45 outbound references displayed

verified exact1
verified fuzzy33
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c9e940c7-ac3a-4a97-bce0-8c97da366673 · outbound

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

Deepfake Detection with Spatio-Temporal Consistency and Attention Mesonet: a compact facial video forgery detection network

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.672681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3ab25050-81b9-41fb-8cd8-a8b719dce616 · outbound

This paper cites A deep learning approach to universal image manipulation detection using a new convolutional layer.

Deepfake Detection with Spatio-Temporal Consistency and Attention A deep learning approach to universal image manipulation detection using a new convolutional layer

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.661937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f6b382ab-4a0c-44cc-bea3-a439e312f8b6 · outbound

This paper cites Deepfakes: what are they and why would i make one? URL https://www.

Deepfake Detection with Spatio-Temporal Consistency and Attention Deepfakes: what are they and why would i make one? URL https://www

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.650838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 775eb902-fd2b-4f6b-821a-5d31d5c795ff · outbound

This paper cites Jumping nlp curves: A review of natural language processing research [review article].

Deepfake Detection with Spatio-Temporal Consistency and Attention Jumping nlp curves: A review of natural language processing research [review article]

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.639200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 78106c7d-85eb-47ef-a8e7-630d955aa05d · outbound

This paper cites Xception: Deep learning with depthwise separable convolutions.

Deepfake Detection with Spatio-Temporal Consistency and Attention Xception: Deep learning with depthwise separable convolutions

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.628385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ce435d37-32c2-428f-a8b4-23203e5fdebf · outbound

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

Deepfake Detection with Spatio-Temporal Consistency and Attention The DeepFake Detection Challenge (DFDC) Dataset

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.052061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af2cb3db-79ff-4174-9584-fc379d68abd7 · outbound

This paper cites Deep residual learning for image recognition.

Deepfake Detection with Spatio-Temporal Consistency and Attention Deep residual learning for image recognition

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.056733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99c09504-4cfd-4b26-814d-35bf2cee88c4 · outbound

This paper cites Deep residual learning for image recognition.

Deepfake Detection with Spatio-Temporal Consistency and Attention Deep residual learning for image recognition

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.060107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 845784be-863b-4831-a178-7c9aac041f41 · outbound

This paper cites Long short-term memory.

Deepfake Detection with Spatio-Temporal Consistency and Attention Long short-term memory

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.063520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac2348eb-3056-4c95-a17e-faae62ea6f75 · outbound

This paper cites Determining optical flow.

Deepfake Detection with Spatio-Temporal Consistency and Attention Determining optical flow

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.596706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 09fe3f23-c2f7-4d9a-83bf-d37f165e51c2 · outbound

This paper cites Squeeze-and-excitation networks.

Deepfake Detection with Spatio-Temporal Consistency and Attention Squeeze-and-excitation networks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.070067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9a9bc21-be9c-4bb7-a647-88187cd9168b · outbound

This paper cites See Better Before Looking Closer: Weakly Supervised Data Augmentation Network for Fine-Grained Visual Classification.

Deepfake Detection with Spatio-Temporal Consistency and Attention See Better Before Looking Closer: Weakly Supervised Data Augmentation Network for Fine-Grained Visual Classification

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.073239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c691139-61a4-4d72-b88b-b1b8d82abb9e · outbound

This paper cites Weinberger.

Deepfake Detection with Spatio-Temporal Consistency and Attention Weinberger

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.578799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c22b8b8a-3575-4364-ad5b-a9e6504dc3cc · outbound

This paper cites All tokens matter: Token labeling for training better vision transformers.

Deepfake Detection with Spatio-Temporal Consistency and Attention All tokens matter: Token labeling for training better vision transformers

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.567672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 65830343-7d40-42c3-868d-6918664fafa2 · outbound

This paper cites Transfiguring portraits.

Deepfake Detection with Spatio-Temporal Consistency and Attention Transfiguring portraits

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.558345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 932f01dd-f814-48c8-abc3-e7c077a00f73 · outbound

This paper cites Dlib-ml: A machine learning toolkit.

Deepfake Detection with Spatio-Temporal Consistency and Attention Dlib-ml: A machine learning toolkit

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.549172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 80e6f6a9-0eda-4ad3-9cba-268e275ed34f · outbound

This paper cites Head2head: Video-based neural head synthesis.

Deepfake Detection with Spatio-Temporal Consistency and Attention Head2head: Video-based neural head synthesis

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.539202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cd9b429d-7048-42e2-9711-366dc0251e0c · outbound

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

Deepfake Detection with Spatio-Temporal Consistency and Attention Face x-ray for more general face forgery detection

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.527377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 465df230-6f6e-4964-82b7-c148e7371d65 · outbound

This paper cites Exposing deepfake videos by tracking eye movements.

Deepfake Detection with Spatio-Temporal Consistency and Attention Exposing deepfake videos by tracking eye movements

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.516271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5adbdc75-9305-4750-af0f-f23277bbe249 · outbound

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

Deepfake Detection with Spatio-Temporal Consistency and Attention In ictu oculi: Exposing ai created fake videos by detecting eye blinking

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.506885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0ff26543-e61d-43ad-baf3-db079aff7e70 · outbound

This paper cites Exposing DeepFake Videos By Detecting Face Warping Artifacts.

Deepfake Detection with Spatio-Temporal Consistency and Attention Exposing DeepFake Videos By Detecting Face Warping Artifacts

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.101899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6c5e415-4913-471e-a6ba-4617edbc5153 · outbound

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

Deepfake Detection with Spatio-Temporal Consistency and Attention Exposing deepfake videos by detecting face warping artifacts

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.496499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7b4f9b55-aeb6-403a-be12-9c8fd2cbafdd · outbound

This paper cites Exposingaicreated fakev- ideosbydetectingeyeblinking.

Deepfake Detection with Spatio-Temporal Consistency and Attention Exposingaicreated fakev- ideosbydetectingeyeblinking

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.486036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3c402218-0a9d-4d54-bdef-61ca03176726 · outbound

This paper cites Detection of Deepfake Videos Using Long Distance Attention.

Deepfake Detection with Spatio-Temporal Consistency and Attention Detection of Deepfake Videos Using Long Distance Attention

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-08T06:01:51.241428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a8113345-49cc-47bb-a0bb-110f873cbbef · outbound

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

Deepfake Detection with Spatio-Temporal Consistency and Attention Two-branch recurrent network for isolating deepfakes in videos

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.475523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fa790ea7-9bef-4f98-8508-7fc46cec1eb1 · outbound

This paper cites Exploiting visual artifacts to expose deepfakes and face manipulations.

Deepfake Detection with Spatio-Temporal Consistency and Attention Exploiting visual artifacts to expose deepfakes and face manipulations

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.464765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 39cd2fba-bed0-4c73-8d83-721e66a8064a · outbound

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

Deepfake Detection with Spatio-Temporal Consistency and Attention RSGAN: Face Swapping and Editing using Face and Hair Representation in Latent Spaces

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.122632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb12b34e-0b14-4ca1-9c04-0b324c19f830 · outbound

This paper cites Multi-task learning for detecting and segmenting manipulated facial images and videos.

Deepfake Detection with Spatio-Temporal Consistency and Attention Multi-task learning for detecting and segmenting manipulated facial images and videos

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.454302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7b13cca9-40da-419e-8a7e-95d23eb512af · outbound

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

Deepfake Detection with Spatio-Temporal Consistency and Attention Capsule-forensics: Using capsule networks to detect forged images and videos

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.443980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0288925e-3ff5-431b-9202-7efa06e43d43 · outbound

This paper cites Fsgan: Subject agnostic face swapping and reenactment.

Deepfake Detection with Spatio-Temporal Consistency and Attention Fsgan: Subject agnostic face swapping and reenactment

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.433177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9b12cbcd-173b-4517-ab6d-6d5e1a4f11b3 · outbound

This paper cites An Introduction to Convolutional Neural Networks.

Deepfake Detection with Spatio-Temporal Consistency and Attention An Introduction to Convolutional Neural Networks

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.136467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a3d8227-ccda-497f-86b9-c116af78b3bb · outbound

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

Deepfake Detection with Spatio-Temporal Consistency and Attention Ganimation: Anatomically-aware facial animation from a single image

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.422203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b32d50bd-d7b2-4795-b9f5-2491f12e0276 · outbound

This paper cites Porn producers offer to help hollywood take down deepfake videos.

Deepfake Detection with Spatio-Temporal Consistency and Attention Porn producers offer to help hollywood take down deepfake videos

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.411368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bd9289e8-f7fa-40c8-888d-f931277e0eeb · outbound

This paper cites Faceforensics++: Learning to detect manipulated facial images.

Deepfake Detection with Spatio-Temporal Consistency and Attention Faceforensics++: Learning to detect manipulated facial images

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.400295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fa3f5550-2cef-4a4a-96e2-eaa791518af3 · outbound

This paper cites Efficient residual dense block search for image super-resolution.

Deepfake Detection with Spatio-Temporal Consistency and Attention Efficient residual dense block search for image super-resolution

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.389127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4638e98c-03f8-41d2-9479-69ca490800e0 · outbound

This paper cites Synthesizing obama: learning lip sync from audio.

Deepfake Detection with Spatio-Temporal Consistency and Attention Synthesizing obama: learning lip sync from audio

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.378166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f1139681-4b96-4947-b571-2b6daecda7f8 · outbound

This paper cites Face2face: Real-time face capture and reenact- ment of rgb videos.

Deepfake Detection with Spatio-Temporal Consistency and Attention Face2face: Real-time face capture and reenact- ment of rgb videos

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.367043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bc7761d2-7495-4b27-b9d1-4ae85a1a7fd2 · outbound

This paper cites Deepfakes and beyond: A survey of face manipulation and fake detection.

Deepfake Detection with Spatio-Temporal Consistency and Attention Deepfakes and beyond: A survey of face manipulation and fake detection

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.355282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 79ba28ad-bdd0-4a91-bbcc-946fa8432bef · outbound

This paper cites Learning spatiotemporal features with 3d convolutional networks.

Deepfake Detection with Spatio-Temporal Consistency and Attention Learning spatiotemporal features with 3d convolutional networks

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.163797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae8dece2-f4a3-4579-b441-96b0a03f0611 · outbound

This paper cites Attention is all you need.

Deepfake Detection with Spatio-Temporal Consistency and Attention Attention is all you need

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:51.167281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6a3d448-e8fd-4ef2-bb39-bda1fe7f3613 · outbound

This paper cites The emergence of deepfake technology: A review.

Deepfake Detection with Spatio-Temporal Consistency and Attention The emergence of deepfake technology: A review

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.330231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cc77a078-be07-4e0f-83e2-b352c364b8e0 · outbound

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

Deepfake Detection with Spatio-Temporal Consistency and Attention Reenactgan: Learning to reenact faces via boundary transfer

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.320474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 28ab3033-46d2-476b-81a8-398a6b5b2f90 · outbound

This paper cites Sstnet: Detecting manipulated faces through spatial, steganalysis and temporal features.

Deepfake Detection with Spatio-Temporal Consistency and Attention Sstnet: Detecting manipulated faces through spatial, steganalysis and temporal features

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.309565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8a8a15e5-2450-4bd4-ae25-c07eec98704d · outbound

This paper cites Exposing deep fakes using inconsistent head poses.

Deepfake Detection with Spatio-Temporal Consistency and Attention Exposing deep fakes using inconsistent head poses

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.298738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 771e4a66-cf61-41f7-958c-ff5505e2eab5 · outbound

This paper cites Multi-attentional deepfake detection.

Deepfake Detection with Spatio-Temporal Consistency and Attention Multi-attentional deepfake detection

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T06:01:51.286338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation 9a89a35e-b5e5-486f-ad6e-bf8234b9f90a · 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 Deepfake Detection with Spatio-Temporal Consistency and Attention

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:13:18.708085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.