Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T22:03:04.755177Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2505.08294.
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 2026-08-15T22:03:04.755177Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3b9e7aae-8173-45ed-8c5a-8f9f93a00b23 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units You look stressed: A pilot study on facial action unit activity in the con- text of psychosocial stress,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 268e5623-ffe1-468f-811e-8b9a07ec7e07 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Not made for each other-audio-visual dissonance-based deepfake detection and lo- calization,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7a5a36ab-e620-4abc-b138-245c2d754273 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Multimodal forgery detection using ensemble learning,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b4246b5c-27b7-43cb-bc01-0e0503c7a69a · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Avtenet: A human-cognition-inspired audio-visual transformer-based ensemble network for video deepfake detection,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b7735aa4-960a-40f4-9713-2314309c3adb · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Pvass- mdd: predictive visual-audio alignment self-supervision for multimodal deepfake detection,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 79bab764-4b68-429b-b4d6-270067893fbb · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Mcl: multimodal contrastive learning for deepfake detection,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 43739a8c-cbd5-469f-881e-515739945be7 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Cross- modality and within-modality regularization for audio-visual deepfake detection,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7dec6c88-c13c-4b86-8c9e-64ad1bc2b23a · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Avff: Audio-visual feature fusion for video deepfake detection,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c43254a2-dd36-4e85-94e5-8aa1a4006bb3 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Joint audio-visual attention with con- trastive learning for more general deepfake detection,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9a4791fa-500e-43ce-a467-c852fc23875a · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Fine- grained multimodal deepfake classification via heterogeneous graphs,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6606ef6-7397-40ff-a6f8-bebf7bc76f1a · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Emotions don’t lie: An audio-visual deepfake detection method using affective cues,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8713949a-9060-4f64-a227-251e58baee20 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Face x-ray for more general face forgery detection,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5d19f96-b2c5-4d7d-aee4-702037ddaf89 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Detect and locate: Exposing face manipulation by semantic-and noise-level telltales,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 93f99101-22e0-467b-9cb7-eb535fd5dac1 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Lisiam: Localization invariance siamese network for deepfake detection,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 006a7a7c-bb0b-4ad9-a453-ef7e5e00f9b7 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Masked relation learning for deepfake detection,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef25dcb5-a2db-4377-9d47-59023d37a7a5 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Ucf: Uncovering common features for generalizable deepfake detection,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23ebbc89-9a6f-439d-ab8b-c5f17de953a2 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Robust ai- synthesized speech detection using feature decomposition learning and synthesizer feature augmentation,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1790d95-ce9a-4a7e-a886-6d25bf3def30 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Preventing deepfake attacks on speaker authentication by dynamic lip movement analysis,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2096d94e-c1f0-43cd-aa62-9455f34fd626 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Diff2lip: Audio conditioned diffusion models for lip-synchronization,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b0f32144-cd4f-45b4-8c26-5c5f2264eb01 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units LatentSync: Taming Audio-Conditioned Latent Diffusion Models for Lip Sync with SyncNet Supervision
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef25c3b4-62aa-474a-97c8-7d65821970c4 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Loopy: Taming audio-driven portrait avatar with long-term motion dependency,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b7f32515-66ee-41e5-a126-d04c7363765d · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Joint audio-visual deepfake detection,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af49a0d0-185a-46eb-b61c-925a798d3783 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Lip sync matters: A novel multimodal forgery detector,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 583f5f2f-d35b-4c67-bebc-7edfd2f9edef · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units FakeOut: Leveraging Out-of-domain Self-supervision for Multi-modal Video Deepfake Detection
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8d0705e-c21c-4900-8afd-7ca3b686e5e8 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Audio-visual person-of-interest deepfake detection,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 92a31de1-9012-419b-8180-dd0a4a365014 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Avfakenet: A unified end-to-end dense swin transformer deep learning model for audio–visual deepfakes detection,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f9654820-ab84-4a29-b355-f92d14cb88db · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Multimodaltrace: Deepfake detec- tion using audiovisual representation learning,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9934479c-46ef-43a4-9aa6-de4253c7155a · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Detecting deep- fake videos from phoneme-viseme mismatches,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b62e5c8b-4388-4c9e-bdc5-2b1392b6c7bd · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Leveraging real talking faces via self-supervision for robust forgery detection,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e016df5-0bdd-4d37-8106-4779fc056ddb · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Audio-visual contrastive pre-train for face forgery detection,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d7ad8d2e-1e0d-49bd-b19c-015760620daa · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Lips are lying: Spotting the temporal inconsistency between audio and visual in lip- syncing deepfakes,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 26bc6e87-4bc0-4742-80eb-0545daaf5403 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Where deepfakes gaze at? spatial-temporal gaze inconsistency analysis for video face forgery detection,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9166e36c-1d09-452c-9e51-3f69f144f223 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Protecting world leader using facial speaking pattern against deepfakes,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fc1b9ba9-fd77-4d42-81d7-433bb1c782eb · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Aunet: Learning relations between action units for face forgery detection,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2efae5b9-1796-41bd-985c-8194e5aeff10 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Listen to your face: Inferring facial action units from audio channel,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4063f500-9c70-48e5-8588-5cc43d444506 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Lips don’t lie: A generalisable and robust approach to face forgery detection,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b30809a2-38e1-43d2-b6b3-53ee787975fa · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Spatiotemporal inconsistency learning for deepfake video detection,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 81dd975e-fb7c-4ffb-b965-5addfda0dc14 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Istvt: interpretable spatial-temporal video transformer for deepfake detection,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3537acda-4b18-44c8-a7f4-9100373db9c6 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Mintime: multi-identity size-invariant video deepfake detection,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 858acb07-7f55-445d-9871-6c9a202e5dbc · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Deepfake video detection using audio-visual consistency,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a5f647c9-1d70-49dd-a815-e41a29ac33fa · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Self-supervised video forensics by audio-visual anomaly detection,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a925fb53-1c99-4585-a66c-c05b641fa9a7 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units V oice- face homogeneity tells deepfake,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4f1f307b-8a21-4c6c-8b6f-3d0f0acc3fde · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Lost in translation: Lip-sync deepfake detection from audio-video mismatch,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4884cc5e-60f3-415f-8cff-9fda2eb16db7 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Avoid-df: Audio-visual joint learning for detecting deepfake,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation cfe4e35a-8d7a-46a3-997d-6538774bb520 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Speechforensics: Audio-visual speech representation learning for face forgery detection,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 814633ce-f743-4d2d-a52d-0fa1e1206a22 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Glcf: A global- local multimodal coherence analysis framework for talking face gener- ation detection,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 88a94b57-49f4-41e3-9a20-f1434b508660 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Attention is all you need,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbd281f2-1b76-45e3-801a-5b3ee26c9c79 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd868510-c94b-4184-82b3-ccc01c00767f · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Video classification with channel-separated convolutional networks,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5750d4e0-d1a8-4287-adc9-7aba5911011d · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Learning multi- dimensional edge feature-based AU relation graph for facial action unit recognition,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e0cbc688-6121-4f1e-ac19-334a6c8654c1 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Robust speech recognition via large-scale weak super- vision,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e59edb0-f672-4e0a-a01b-4a8758e8a598 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Disfa: A spontaneous facial action intensity database,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7d3a034b-c3ff-4646-9e32-044eecbd36a8 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Do you really mean that? content driven audio-visual deepfake dataset and multimodal method for temporal forgery localization,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8035a6a3-4318-4012-955e-648292e3cd87 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b3d3957-2071-4dbb-86c7-27f3914f3989 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units End-to-end spectro-temporal graph attention networks for speaker ver- ification anti-spoofing and speech deepfake detection,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5189f6af-6f07-43e7-9967-1186937ae62d · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4860fe32-1109-4f1c-8fac-78e61fb4041e · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Hearing and seeing abnormal- ity: Self-supervised audio-visual mutual learning for deepfake detection,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c8542e66-7e22-4a6b-bc69-bd1f296964f9 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units AdamP: Slowing Down the Slowdown for Momentum Optimizers on Scale-invariant Weights
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d0824ab-2f3a-45e8-8c3b-a8da9c4ce73a · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Deeperforensics- 1.0: A large-scale dataset for real-world face forgery detection,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 536378a0-0ad4-4f86-b740-5c328fcaa503 · outbound
FauForensics: Boosting Audio-Visual Deepfake Detection with Facial Action Units Visualizing data using t-sne
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
No inbound Pith citation observations are available.