Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:31:25.780150Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2506.05119.
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 2026-08-07T10:31:25.780150Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a35ac7ab-9680-41c3-9a9e-a2e1976ebd4a · outbound
Practical Manipulation Model for Robust Deepfake Detection Mesonet: a compact facial video forgery detection network.2018 IEEE International Workshop on Information Forensics and Security (WIFS), pages 1–7, 2018
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 203fb46d-047d-46b3-931d-0781b792bbcd · outbound
Practical Manipulation Model for Robust Deepfake Detection Who inadvertently shares deepfakes? an- alyzing the role of political interest, cognitive ability, and social network size.Telematics and Informatics, 57:101508,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4e9b1281-7ead-4095-8f4c-b80f76bf055c · outbound
Practical Manipulation Model for Robust Deepfake Detection The devil is in the details: Stylefeatureeditor for detail-rich stylegan inversion and high quality image editing,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 113d1aed-5a9e-475a-b568-34585cf660e2 · outbound
Practical Manipulation Model for Robust Deepfake Detection Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8806a0d-1687-4fc0-8a9c-917a4871b6dc · outbound
Practical Manipulation Model for Robust Deepfake Detection End-to-end reconstruction- classification learning for face forgery detection
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6f520307-b5ce-445c-82a4-2ef8650d2c4d · outbound
Practical Manipulation Model for Robust Deepfake Detection Xception: Deep learning with depthwise separable convolutions.2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pages 1800–1807,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c7de6752-85b4-41ca-a6ba-e65df051ace3 · outbound
Practical Manipulation Model for Robust Deepfake Detection Pillow (pil fork) documentation, 2015
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d331df6d-2f8b-4a50-8c1b-4cdd3bf61b46 · outbound
Practical Manipulation Model for Robust Deepfake Detection ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4204a975-3566-4816-a4a8-6514d74c6761 · outbound
Practical Manipulation Model for Robust Deepfake Detection deepfakes faceswap.https://github
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 028d32b2-34da-4874-ba8f-ccb7e6ec854c · outbound
Practical Manipulation Model for Robust Deepfake Detection The Deepfake Detection Challenge (DFDC) Preview Dataset
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 222b7063-4ba4-4eee-b77f-71b6b478dd24 · outbound
Practical Manipulation Model for Robust Deepfake Detection The DeepFake Detection Challenge (DFDC) Dataset
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 871ed51e-4570-4820-8c27-d73e32ddc059 · outbound
Practical Manipulation Model for Robust Deepfake Detection Donald trump with boris johnson’s haircut
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f8b73f11-2bba-4915-9726-aa9a10791ed7 · outbound
Practical Manipulation Model for Robust Deepfake Detection How ai tools fueled online conspiracy theo- ries after trump assassination attempt.https://dfrlab
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation df9645f6-9a2e-4933-b408-eb59ce5e2721 · outbound
Practical Manipulation Model for Robust Deepfake Detection Controllable guide-space for generalizable face forgery detection.2023 IEEE/CVF International Conference on Computer Vision (ICCV), pages 20761–20770, 2023
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 73569010-936b-49c8-8246-3116e555d8af · outbound
Practical Manipulation Model for Robust Deepfake Detection The social im- pact of deepfakes, 2021
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 44456ff5-a3c4-42a4-949b-458562341608 · outbound
Practical Manipulation Model for Robust Deepfake Detection FSBI: Deepfakes Detection with Frequency Enhanced Self-Blended Images
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7dccb3b-456a-40b6-9f7c-857b461a444a · outbound
Practical Manipulation Model for Robust Deepfake Detection Beyond the Spectrum: Detecting Deepfakes via Re-Synthesis
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1cffdd0-0358-43c8-ab2a-f524f01c549a · outbound
Practical Manipulation Model for Robust Deepfake Detection Deepvi- sion: Deepfakes detection using human eye blinking pattern
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3406ebff-9e94-46f4-bd49-326b0c18b194 · outbound
Practical Manipulation Model for Robust Deepfake Detection Faceswap.https://github.com/ MarekKowalski/FaceSwap, 2018
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f069dbac-8b37-402b-8a51-f564eb8c1e45 · outbound
Practical Manipulation Model for Robust Deepfake Detection Seeable: Soft discrepancies and bounded contrastive learning for exposing deepfakes.2023 IEEE/CVF International Conference on Computer Vision (ICCV), pages 20954–20964, 2022
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 14ceac88-0ce6-4987-a246-72941a66baaf · outbound
Practical Manipulation Model for Robust Deepfake Detection Face x-ray for more general face forgery detection.2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pages 5000–5009, 2019
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e76bc701-6a4d-4eb6-a293-433be1750294 · outbound
Practical Manipulation Model for Robust Deepfake Detection Celeb-df: A large-scale challenging dataset for deep- fake forensics.2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pages 3204–3213,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bc33b42-04ab-4f4b-8d0d-2a3feeadd8d5 · outbound
Practical Manipulation Model for Robust Deepfake Detection Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6c3c4e26-73ba-4cd0-9b53-a0dd2f681574 · outbound
Practical Manipulation Model for Robust Deepfake Detection A new approach to im- prove learning-based deepfake detection in realistic condi- tions, 2022
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3c947f21-e3e0-4af6-88a3-d8503aab1fc6 · outbound
Practical Manipulation Model for Robust Deepfake Detection Assessment Framework for Deepfake Detection in Real-world Situations
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ee1b6223-7289-4dc1-96f8-fd209cca708f · outbound
Practical Manipulation Model for Robust Deepfake Detection Gener- alizing face forgery detection with high-frequency features
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 05427706-a658-4a89-9908-185c43ec50c8 · outbound
Practical Manipulation Model for Robust Deepfake Detection Two-branch Recurrent Network for Isolating Deepfakes in Videos
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 715065e9-67c3-47ee-ad84-fa6178bfba2d · outbound
Practical Manipulation Model for Robust Deepfake Detection Fbi names shooter after trump as- sassination attempt.https://www.moreechampion
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 245b34e8-67f8-4678-ab99-08255167fbee · outbound
Practical Manipulation Model for Robust Deepfake Detection Laa-net: Localized artifact attention network for quality-agnostic and generalizable deepfake de- tection
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6c3e1ac4-03c0-4ea4-bdd4-a53f659fcc25 · outbound
Practical Manipulation Model for Robust Deepfake Detection Poisson image editing.ACM SIGGRAPH 2003 Papers, 2003
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 75f756af-3ec5-4276-abdf-07fd4320f761 · outbound
Practical Manipulation Model for Robust Deepfake Detection Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fc4c0ea-5cc5-42dc-b0a3-bbb6268612bb · outbound
Practical Manipulation Model for Robust Deepfake Detection High-resolution image syn- thesis with latent diffusion models, 2021
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ca312fdf-9e0a-4e22-8dcb-bbcbc7360f7a · outbound
Practical Manipulation Model for Robust Deepfake Detection FaceForen- sics++: Learning to detect manipulated facial images
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 42e7602d-d022-4846-94b1-42dad5e1c41f · outbound
Practical Manipulation Model for Robust Deepfake Detection Natarajan
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e2a49ff7-10dd-48a9-a9bd-e7e30efad7a7 · outbound
Practical Manipulation Model for Robust Deepfake Detection Selvaraju, Abhishek Das, Ramakrishna Vedantam, Michael Cogswell, Devi Parikh, and Dhruv Ba- tra
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 71e65312-eb74-4c89-98a4-6513afad29aa · outbound
Practical Manipulation Model for Robust Deepfake Detection Yamasaki
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1632e447-2706-4f4a-9820-9bb06082685d · outbound
Practical Manipulation Model for Robust Deepfake Detection Intriguing properties of neural networks
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a6aca98-4498-4136-8661-ea3d842c9a7e · outbound
Practical Manipulation Model for Robust Deepfake Detection EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1533d1b9-5c71-4da6-974a-ee4dbff488fc · outbound
Practical Manipulation Model for Robust Deepfake Detection Face2face: Real-time face capture and reenactment of rgb videos.2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pages 2387–2395, 2016
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 727cca81-8931-404e-b3d3-80f4b8297b4c · outbound
Practical Manipulation Model for Robust Deepfake Detection De- ferred neural rendering.ACM Transactions on Graphics (TOG), 38:1 – 12, 2019
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cc9b0ad4-74e3-4ed7-9c73-d21b3192f491 · outbound
Practical Manipulation Model for Robust Deepfake Detection Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2a9bab7e-5944-4688-97b6-975f126ff2e9 · outbound
Practical Manipulation Model for Robust Deepfake Detection Transcending forgery specificity with latent space augmentation for generalizable deepfake detection
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9ba06d64-e0f3-40ed-bf24-f29a24b5acb6 · outbound
Practical Manipulation Model for Robust Deepfake Detection Ucf: Uncovering common features for generalizable deep- fake detection.2023 IEEE/CVF International Conference on Computer Vision (ICCV), pages 22355–22366, 2023
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e5fc4d4d-abe6-42a8-b157-1545d299e4e1 · outbound
Practical Manipulation Model for Robust Deepfake Detection DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa47baec-f3c0-4aab-b757-c2c133ea6115 · outbound
Practical Manipulation Model for Robust Deepfake Detection DF40: Toward Next-Generation Deepfake Detection
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30f41928-16dc-4795-9690-fa06cf58ccd6 · outbound
Practical Manipulation Model for Robust Deepfake Detection Zhang, Jingyun Liang, Luc Van Gool, and Radu Timofte
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 94863247-cdab-4029-b8b9-04f24e2cc1ab · outbound
Practical Manipulation Model for Robust Deepfake Detection Learning self-consistency for deep- fake detection.2021 IEEE/CVF International Conference on Computer Vision (ICCV), pages 15003–15013, 2020
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3c6ee288-8fee-4707-896d-5900f05904ae · outbound
Practical Manipulation Model for Robust Deepfake Detection UIA-ViT: Unsupervised Inconsistency-Aware Method based on Vision Transformer for Face Forgery Detection
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23c4f65d-0b79-47d0-86cb-c4bd98fcd36d · outbound
Practical Manipulation Model for Robust Deepfake Detection Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ee32840e-e2dd-4b77-bcaa-0a40d824e836 · outbound
Practical Manipulation Model for Robust Deepfake Detection Positions outside of the image region result in the text being partially visible
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1a8e02ef-62bd-4307-b023-3b0faffcfa85 · outbound
Practical Manipulation Model for Robust Deepfake Detection Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation feefea4e-3643-4a47-9c89-42cfbecca476 · outbound
Practical Manipulation Model for Robust Deepfake Detection Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 315b27bb-5059-42ed-826e-dcae7795957b · outbound
Practical Manipulation Model for Robust Deepfake Detection Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e5170d80-ae03-4a14-817b-32f3adc4e7d1 · outbound
Practical Manipulation Model for Robust Deepfake Detection Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fd841444-884c-4a1e-93cc-01337c46a2f8 · outbound
Practical Manipulation Model for Robust Deepfake Detection Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f6478399-b110-4ae0-a51c-90be5668407b · outbound
Practical Manipulation Model for Robust Deepfake Detection All images are taken from the Celeb- DF-v2 dataset [22]
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.