Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T05:44:30.140670Z
Paper Citation Record · LEDGER
As of 14 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 1 inbound Pith citation observation for arXiv:2412.00175.
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 2026-08-12T05:44:30.140670Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:34:11.253445Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T14:34:12.126271Z
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0f1a3568-504f-403d-9794-aed617ec33e9 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning MesoNet: A compact facial video forgery detection network
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 37e61685-63f3-40c6-a3e0-c1df0226a21f · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Lost in translation: Lip- sync deepfake detection from audio-video mismatch
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a5321d64-0dcc-4c1d-ab08-171b41a7d054 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Is synthetic voice detection research going into the right direction? InCVPRW, pages 71–80, 2022
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ca19337e-d4c9-4cd0-a22b-c7f0ef922525 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Glitch in the ma- trix: A large scale benchmark for content driven audio-visual forgery detection and localization.Comput
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 41e03800-cb17-4061-a8fe-5123ee75ae57 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning MARLIN: Masked autoencoder for facial video rep- resentation learning, 2023
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 204c936b-d5a6-4257-aab1-e31ce11da211 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning A V-Deepfake1M: A large-scale LLM-driven audio-visual deepfake dataset, 2024
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e0d3c3d5-aa07-4aaa-b7a0-db4cddaee990 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2f537494-10f5-446d-96c9-ef6ace1da91e · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning What makes fake images detectable? understanding prop- erties that generalize
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ddcda2a4-a8a4-4a14-b71d-20ec75219149 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Xception: Deep learning with depthwise separable convolutions
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 601c765b-d82a-4590-b1fb-204f6be653ca · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Not made for each other-audio- visual dissonance-based deepfake detection and localization
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 02b1325f-7e4f-4c1d-9e0e-c2c915a5755e · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7522d123-ddf9-45af-8cad-ccd1a55ba0c7 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Combining EfficientNet and vision transformers for video deepfake detection
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0e91a96a-2aea-46f4-a7b1-e1588ed3383b · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Raising the bar of AI-generated image detection with CLIP
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f59e3463-fe24-48a2-ac7d-ac2400aaa6f9 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Zero-shot detection of AI-generated im- ages
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4ff1bd2d-e13c-4e45-8d4b-bfbcf5838d64 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Real time speech enhancement in the waveform domain
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9b9bf00c-b21a-4975-b554-beb863f04c45 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning The DeepFake Detection Challenge (DFDC) Dataset
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9dc861f-40ff-4064-b2db-040a5d505a29 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Self- supervised video forensics by audio-visual anomaly detec- tion
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 94eb28c8-6cf5-4d2f-b66a-9e4fe7874ada · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Lips don’t lie: A generalisable and robust approach to face forgery detection
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 61dc8e57-70cd-4bca-b411-02c32fc4731d · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Leveraging real talking faces via self- supervision for robust forgery detection
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 85c606d9-92f6-44ac-964a-1ca897a6c2f6 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning AVTENet: A Human-Cognition-Inspired Audio-Visual Transformer-Based Ensemble Network for Video Deepfake Detection
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 193d8633-31df-4c3c-a4a6-51e11fdb8b32 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Implicit identity driven deepfake face swapping detection
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ac5c7317-76a3-4300-8343-73765124b811 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Weiss, Quan Wang, Jonathan Shen, Fei Ren, Zhifeng Chen, Patrick Nguyen, Ruoming Pang, Ig- nacio L ´opez-Moreno, and Yonghui Wu
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3b7b43e2-c716-49d5-b0ac-c0690dd3e926 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9ee132c4-b704-4c2e-95d3-8b8d019f0cdc · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Conditional variational autoencoder with adversarial learning for end-to- end text-to-speech
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6f07a43b-8e35-4e9d-b9c3-d0c55d9f97cd · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning DeepFakes: a New Threat to Face Recognition? Assessment and Detection
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07a55832-9392-4694-8f79-7ab5cd4afac2 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Fast face-swap using convolutional neural networks
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2f3969ed-538d-4505-85f6-cf0859757533 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d83fdd33-7043-40ff-bab6-37a75629e3b0 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning KoDF: A large-scale Korean deepfake detection dataset
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6f7b9195-4c79-4c78-a07e-383e73b100e3 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Zero-Shot Fake Video Detection by Audio-Visual Consistency
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d103036f-1b70-4766-8d34-16be070831ac · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning SpeechForensics: Audio-visual speech representation learn- ing for face forgery detection
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 864ae0bf-3730-4f9a-a9dc-ef63542c0bf0 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning 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 2026-08-14T06:32:32.682623+00:00.
Observation 68f3aa07-355d-4ca7-b494-0495de107945 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning When Synthetic Traces Hide Real Content: Analysis of Stable Diffusion Image Laundering
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2953a0a3-8d77-4e60-acc9-6b1b3fe83f5c · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning TGIF: Text-Guided Inpainting Forgery Dataset
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fa776b0-864a-4663-a75b-a74cbc5bda9e · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Do GANs leave artificial fingerprints? In MIPR, pages 506–511, 2019
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5ff8c039-2b88-415d-81d0-c3259f4fd4a5 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Speech is Silver, Silence is Golden: What do ASVspoof-trained Models Really Learn?
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aeb44556-7661-46de-a740-a292c5702c81 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning M ¨uller, Piotr Kawa, Wei Herng Choong, Edres- son Casanova, Eren G ¨olge, Thorsten M ¨uller, Piotr Syga, Philip Sperl, and Konstantin B¨ottinger
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 969af691-c1d9-44d7-a802-6dfc7f92a78c · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning FSGAN: Subject agnostic face swapping and reenactment
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ea3a47d5-9301-44c7-a21c-da8c69fd17b4 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Towards uni- versal fake image detectors that generalize across generative models
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5ae1e3f7-bfde-4e9b-90d6-bd3990cf174d · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning A VFF: Audio-visual feature fusion for video deepfake detection
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9b46e0a9-8ec3-41f8-83bc-25fd6f4fbfd0 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Towards generalisable and cali- brated audio deepfake detection with self-supervised repre- sentations
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e781906e-45f3-4e1c-a5e2-6ad8ba2870cb · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Training-free deepfake voice recognition by leveraging large-scale pre-trained models
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b548f3d9-54c6-406e-862c-fca0b7e40564 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Nambood- iri, and C.V
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a5b3b9be-cb06-4225-af1c-6ac3e4675cc4 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Aligned Datasets Improve Detection of Latent Diffusion-Generated Images
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80a80d7d-94d0-4ed7-a609-0174cd2ae0c4 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Detecting Deepfakes Without Seeing Any
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae187751-f545-462d-ba06-4a0eaca1bf26 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning AEROB- LADE: Training-free detection of latent diffusion images us- ing autoencoder reconstruction error
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d02d19e7-b2af-40a2-8a8e-11703e729397 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning FaceForen- sics++: Learning to detect manipulated facial images
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cf3cfcc4-06bd-4920-9546-450aed995371 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Hosler, Paolo Bestagini, Matthew C
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 15fcc1e4-fd8d-4958-a636-fb21c09db0b8 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning A V-Lip-Sync+: Lever- aging A V-HuBERT to exploit multimodal inconsistency for video deepfake detection.CoRR, abs/2311.02733, 2023
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6134641f-d05b-46e0-a138-e99f04eec00d · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Learning audio-visual speech representation by masked multimodal cluster prediction
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1c02577e-a80d-48f7-8c25-d8e8650742b4 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Detecting deep- fakes with self-blended images
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1b0066b4-d6ec-4b9f-a7d7-67e4c79f2bb8 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning DeCLIP: Decoding CLIP representations for deepfake localization
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92b24c84-6659-4cbd-88c0-6b6ce0746084 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Lip reading sentences in the wild
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 870152d8-6ac1-4255-b6bf-b0ff5c6fe1bc · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning End-to-end anti-spoofing with RawNet2
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d415a12d-aedf-435d-92bd-0b82b23a53da · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Representation Learning with Contrastive Predictive Coding
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54636c10-493f-46fe-8399-0cff0a423dc3 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Tan, and Haizhou Li
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1747dde7-7503-4e95-b232-e51c5471ec7d · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b02d6ff3-e91c-46b0-bbe0-df84d750d801 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning DF40: Toward Next-Generation Deepfake Detection
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fd4eb5b-b339-40f2-9821-dadb6a384bd9 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning 10 A V oiD-DF: Audio-visual joint learning for detecting deep- fake.IEEE Trans
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 01786df4-5813-4367-b56e-a9c5706684c4 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Attributing fake images to GANs: Learning and analyzing GAN fingerprints
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 56102646-6931-4131-878f-42212b6c5254 · outbound
Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning Exploring temporal coherence for more general video face forgery detection
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cf789b32-7ebb-4b20-a463-9edcb03fb8f5 · inbound
Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems Circumventing shortcuts in audio-visual deepfake detection datasets with unsupervised learning
Reference 200
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.