Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 31 inbound Pith citation observations for arXiv:2108.05080.
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
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:26:56.756989Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
23
pith, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
Observation 719be800-5820-420b-9eee-1879038bea6d · inbound
Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 295
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6a14a426-5563-4cd0-8978-90fd0c27ee70 · inbound
CAD: A General Multimodal Framework for Video Deepfake Detection via Cross-Modal Alignment and Distillation FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 826f62a0-5c6c-4e2d-832d-322f6a663d28 · inbound
Tell me Habibi, is it Real or Fake? FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d63e26c7-4236-4b3a-a77b-28a257c4bf7b · inbound
SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0a363cf-e82a-4ba5-afd2-67d875d113bb · inbound
Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4200f296-1d42-43ed-b819-ecd860d9a56a · inbound
HOLA: Enhancing Audio-visual Deepfake Detection via Hierarchical Contextual Aggregations and Efficient Pre-training FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbc30eda-1000-4822-8c44-d2e5cd25c624 · inbound
Deepfake Detection that Generalizes Across Benchmarks FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d1a5aa87-3247-41c7-9ca1-eedc2355aa1d · inbound
Bona fide Cross Testing Reveals Weak Spot in Audio Deepfake Detection Systems FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a75ae79-6716-4ef4-8cad-b3bbd923a34c · inbound
MVAD: A Benchmark Dataset for Multimodal AI-Generated Video-Audio Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a9f69515-d077-4581-8fbb-5f112a848d82 · inbound
VideoASMR-Bench: Can AI-Generated ASMR Videos Fool VLMs and Humans? FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bd1c4bbb-e28b-47f3-8f02-5f35f5447642 · inbound
Generalizing Video DeepFake Detection by Self-generated Audio-Visual Pseudo-Fakes FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0a37b6e5-c77a-44f3-aff3-a32b69d060c1 · inbound
AIFIND: Artifact-Aware Interpreting Fine-Grained Alignment for Incremental Face Forgery Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 905c8b77-08cf-4b80-8fdf-df2ffd70858d · inbound
BioLip: Language-Generalizable Lip-Sync Deepfake Detection via Biomechanical Constraint Violation Modeling FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 926e68a5-8756-4c56-aa2d-a706dd345d0d · inbound
BioLip: Language-Generalizable Lip-Sync Deepfake Detection via Biomechanical Constraint Violation Modeling FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ee05d6bc-424c-471a-8d44-4679cca00bb3 · inbound
LAVA: Layered Audio-Visual Anti-tampering Watermarking for Robust Deepfake Detection and Localization FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8629fee2-ff39-40c3-9a8a-8fb82ccb934d · inbound
Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9a892964-c845-44c1-a3ac-9007fe61c570 · inbound
Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44543cb8-928f-4ddd-af80-8210ee3de990 · inbound
Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c57ab2c0-ac87-4347-b786-9d0aa9fbc3d8 · inbound
Enhancing Self-Supervised Talking Head Forgery Detection via a Training-Free Dual-System Framework FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 03666a45-5ead-4864-86ac-399c406cdf6d · inbound
The Alpha Blending Hypothesis: Compositing Shortcut in Deepfake Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 00766f80-e250-4a76-b504-a4dbee19d23b · inbound
The Deepfakes We Missed: We Built Detectors for a Threat That Didn't Arrive FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c28d689e-b4e1-422b-b4db-da600aa09f2f · inbound
EMO-BOOST: Emotion-Augmented Audio-Visual Features for Improved Generalization in Deepfake Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation dc79f1b1-7239-4605-8e2d-f8a27a58a567 · inbound
Toward Calibrated, Fair, and accurate Deepfake Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 234
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e985e08e-7a69-40f7-97ee-ba3de97ecca0 · inbound
LoCC: Detection and Localization of Lip-Syncing Deepfakes via Counterfactual Frame Consistency FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e9aa5ae3-14f1-40e6-973f-331f647b1b22 · inbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0f0d95d-6a3f-451c-b676-8d81b31806c7 · inbound
Ensemble Deep Learning Approaches for AI-Altered Video Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 042e508d-4619-424e-ae1b-e234bbc7d65a · inbound
Ensemble Deep Learning Approaches for AI-Altered Video Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d79cdbd-432c-4dd8-9402-c4deabca9d37 · inbound
Detecting AI-Generated Video: A Vision-Language Dual-View Survey FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc8e57a6-b607-479c-996f-64f2bd956ef3 · inbound
Deepfake News Detection: A Multimodal Framework Integrating LipNet, DeepSpeech and ResNET for Enhanced Audio-Visual Analysis FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb90ba01-fab1-4831-b3bf-919d156dc645 · inbound
How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77b45b59-cacd-4329-abf8-15d9fba44e37 · inbound
Less is More: Modality-Decoupling for General AIGC Audio-Video Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.