Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:23:36.974628Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 0 inbound Pith citation observations for arXiv:2505.04888.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:23:36.974628Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
74 of 74 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2b853717-26d9-41ba-87e7-df92bc27a88b · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection How to spot a deepfake like the barack obama–jordan peele video,
Reference 1
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation cf325581-13bc-4ec0-9ab7-fe6411ab53d3 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Infodemic and fake news–a comprehensive overview of its global magnitude during the covid-19 pandemic in 2021: A scoping review,
Reference 2
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 01486f18-165f-42cc-87e3-4c001fa1bbfa · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Towards understanding the generalization of deepfake detectors from a game-theoretical view,
Reference 3
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7625e20c-f6a0-4ccb-9168-f9feaaf89fb5 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Improving deepfake detection generalization by invariant risk minimization,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 12a6b45b-f4b5-4d87-8452-9f86913aff1b · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Boosting deepfake detection generalizability via expansive learning and confi- dence judgement,
Reference 5
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8b950057-a93e-4610-b912-04e7da03a5ea · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Preserving fairness generalization in deepfake detection,
Reference 6
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Observation fb767eb1-be46-47a3-aa6a-eb1072e357f6 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Exposing the deception: Uncovering more forgery clues for deepfake detection,
Reference 7
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Observation 0d4c21d9-cb7b-4c2d-91de-e1bdc9b44c99 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Multi-feature fusion based face forgery detection with local and global characteristics,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f779182e-e1c9-4fac-87da-e89cbd223606 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Combining efficientnet and vision transformers for video deepfake detection,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e9916244-67f9-471c-a444-460993a8ec85 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Lightweight deepfake detection based on multi-feature fusion,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 19cf3be3-ed52-4b63-80a0-3e6ff02b33ba · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Deepfakes detection based on multi scale fusion,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 54062376-e1fd-4329-95b2-9ee7408a6583 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Regularizing deep neural net- works by enhancing diversity in feature extraction,
Reference 12
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation dddf6141-19f4-4bdf-8298-b4bb42ae27ad · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Model complexity of deep learning: A survey,
Reference 13
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Unavailable: canonical work link unavailable.
Observation 7df62402-dc64-4287-b408-b724c04f1f0f · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Orco: Towards better gener- alization via orthogonality and contrast for few-shot class-incremental learning,
Reference 14
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Observation 57e0591d-2355-401b-b33a-82e6a686d0b2 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Learning disentangled feature representation for hybrid-distorted image restoration,
Reference 15
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 29fcfcc3-687c-4e74-ade0-2675e06e8c43 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Orthogonal convo- lutional neural networks,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 66291dce-7253-4586-a0f1-dbf278ec6dce · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Orthogonal deep neural net- works,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8805b033-220c-4ba1-b54b-1e6ea396b4f6 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Faceforensics++: Learning to detect manipulated facial images,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 806419bc-931e-460f-b19b-509518fe1f60 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Celeb-df: A large- scale challenging dataset for deepfake forensics,
Reference 19
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Unavailable: canonical work link unavailable.
Observation c412381e-ac8c-484f-bb18-7d886cf62fa0 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection The DeepFake Detection Challenge (DFDC) Dataset
Reference 20
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Unavailable: canonical work link unavailable.
Observation a9d34ba7-cd87-4210-af19-08507d36516b · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Exposing deep fakes using inconsistent head poses,
Reference 21
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a3578deb-98a5-4a1d-af49-bea8d654dd7b · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Protecting world leaders against deep fakes
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation bfb4b9f8-c234-4c44-8eb1-8536d74c1a09 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Eyebrow recognition for identifying deepfake videos,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 786a8f33-9036-4db0-a6b5-91a23e5630b5 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Deeprhythm: Exposing deepfakes with attentional visual heartbeat rhythms,
Reference 24
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Unavailable: canonical work link unavailable.
Observation 9f35c5c6-fab5-4a60-9faa-1d64ffe05479 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Fakecatcher: Detection of synthetic portrait videos using biological signals,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 54d147af-e71a-433a-9710-43f1aebe24ce · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Lips don’t lie: A generalisable and robust approach to face forgery detection,
Reference 26
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Unavailable: canonical work link unavailable.
Observation 87a7a5c0-e2f0-4f26-9469-10311aa03f1b · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Leveraging frequency analysis for deep fake image recogni- tion,
Reference 27
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Unavailable: canonical work link unavailable.
Observation 125e018c-fdf1-4c19-a713-e5ededfd713c · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Spatial-phase shallow learning: rethinking face forgery detection in frequency domain,
Reference 28
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Unavailable: canonical work link unavailable.
Observation d7242a76-9ee2-4a61-8ead-ac3fbf1822de · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Detecting face2face facial reenact- ment in videos,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3748157b-6fa2-41d2-96b9-d2274dfd8d57 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Deepfakestack: A deep ensemble- based learning technique for deepfake detection,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a38fb01d-081f-4811-8df3-0a2f217dad75 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Deepfake Video Detection Using Convolutional Vision Transformer
Reference 31
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Unavailable: canonical work link unavailable.
Observation e44c0d50-7048-469a-bb9e-9e0c1bcebd5e · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Istvt: interpretable spatial-temporal video transformer for deepfake detection,
Reference 32
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Observation b4a0f9ca-96ca-4f79-a42f-b6b81ae5e91d · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Deepfake forensics via an adversarial game,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 622a2fbb-3803-42fb-be50-95d5fb598f25 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Learning self- consistency for deepfake detection,
Reference 34
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Unavailable: canonical work link unavailable.
Observation 8b940691-eb58-4050-9278-711aa596abf1 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Detecting deepfakes with self-blended images,
Reference 35
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Unavailable: canonical work link unavailable.
Observation e5e24e35-c106-4e5d-a546-7c060f510de5 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Aunet: Learning relations between action units for face forgery detection,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1c1fb62c-6e85-4cda-bedb-c29cc6e3f3bb · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection One detector to rule them all: Towards a general deepfake attack detection framework,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation bd8545ce-3fa6-4eaa-8234-774a3e172038 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Fretal: Generalizing deepfake detection using knowledge distillation and representation learning,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 5e5a8960-a6bf-4cc7-8b51-8004888dae53 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Improving generalization by commonality learning in face forgery detection,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 21c2267f-3a18-4363-bbda-fdd9aa3d6d88 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection On improving cross-dataset gen- eralization of deepfake detectors,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0a40244d-1ad4-4dad-bdea-520da9d0d8d1 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Efficientnet: Rethinking model scaling for con- volutional neural networks,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06742ab3-4b06-49d1-82c0-226e68c73a08 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Imagenet: A large-scale hierarchical image database,
Reference 42
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Unavailable: canonical work link unavailable.
Observation e2931e16-7a13-496f-b19a-ca8022c381a8 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Swin transformer: Hierarchical vision transformer using shifted windows,
Reference 43
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Unavailable: canonical work link unavailable.
Observation b1dd6d10-b5e0-437c-bdba-bf499999ea3e · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Classifying emotions and engagement in online learning based on a single facial expression recognition neural network,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 51bde16e-0146-4eec-b52e-c2ea47f4eea4 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Affectnet: A database for facial expression, valence, and arousal computing in the wild,
Reference 45
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Unavailable: canonical work link unavailable.
Observation 4d887ff7-bf32-4543-a64f-83e2746c933c · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Adam: A Method for Stochastic Optimization
Reference 46
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Unavailable: canonical work link unavailable.
Observation f36feb37-91ad-4f0b-8945-51101035aed4 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Self-supervised learning of adversarial example: Towards good generalizations for deepfake detection,
Reference 47
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Unavailable: canonical work link unavailable.
Observation d72d0534-580b-4d37-83ea-62e18a43ff85 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Multi- attentional deepfake detection,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3fc64bc-295a-42e6-a3c7-7be9df278181 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Detecting deepfake videos with temporal dropout 3dcnn
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f9b708f-6819-40de-817f-1588452e8500 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Faceforensics++: Learning to detect manipulated facial images,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60ddda94-36be-4705-bcea-15c667d89ca9 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Deepfakeucl: Deepfake detection via unsupervised contrastive learning,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c559a9f-1e10-454c-8368-3320978b8c3b · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Two-branch recurrent network for isolating deepfakes in videos,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4d6329ea-e11e-4257-80ee-e0aa0b879044 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Detecting deep- fake videos from appearance and behavior,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2177f61b-3fd8-443c-b29f-31bb01a49610 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Face x-ray for more general face forgery detection,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 555d8d7d-8c78-4ae0-9970-bc81b7c0b04b · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Generalizing face forgery detection via uncertainty learning,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d9d3470-b5f0-47b8-b7ef-8de6ce516970 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Mintime: multi-identity size-invariant video deepfake detection,
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a1833c7-e483-4a94-8821-53400dcf7edd · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Thinking in frequency: Face forgery detection by mining frequency-aware clues,
Reference 57
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Unavailable: canonical work link unavailable.
Observation df6b0185-82ee-4757-9eea-9a54ba6601eb · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Not made for each other-audio-visual dissonance-based deepfake detection and local- ization,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9eb17e82-3eeb-48c3-9eac-c387e5e13504 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Finfer: Frame inference- based deepfake detection for high-visual-quality videos,
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 532c0053-0d42-4640-88cd-fce88a8013cf · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Exposing DeepFake Videos By Detecting Face Warping Artifacts
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbdf2924-d7be-4cec-a0e4-f0f5255f9c35 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Mesonet: a compact facial video forgery detection network,
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afc642b7-ea06-4898-ba0b-d2066c99b52e · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection End-to- end reconstruction-classification learning for face forgery detection,
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d90d01a6-c86a-4044-9575-962ef60424cc · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Hierarchical contrastive inconsistency learning for deepfake video detection,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1063a4fa-0e06-4a2a-94ef-77e084a57cb4 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Lisiam: Localization invariance siamese network for deepfake detection,
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1117ee90-1b1e-4d2e-b1bd-73a2588136e6 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Protecting celebrities from deepfake with identity consistency transformer,
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e01fddb1-4d6a-423b-b5c1-f4cba472bcb0 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Dual contrastive learning for general face forgery detection,
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 23160337-f8d3-4043-b8dd-c034832c59ad · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Im- plicit identity driven deepfake face swapping detection,
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f55a0e82-773b-402a-8aef-fce89deb2345 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Explaining deepfake detection by analysing image matching,
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d16b9aa-e983-4b85-b025-8174e9c00f31 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Exploring temporal coherence for more general video face forgery detection,
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation beef867c-81ca-41fa-9ad6-95979a6df85a · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Generalizing face forgery detec- tion with high-frequency features,
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7aafd66c-2040-402a-9ab7-3814a68b65e2 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Region-aware temporal inconsistency learning for deepfake video detection
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 89a3347b-7f0e-466b-85c9-d26a54e99db8 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Wavelet-enhanced weakly supervised local feature learning for face forgery detection,
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 150fa27a-79b3-40f3-80b0-4eef118ffaba · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Altfreezing for more general video face forgery detection,
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4fd8323e-9153-4730-a2d1-57e55ef50627 · outbound
Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection Unresolved cited work
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
No inbound Pith citation observations are available.