Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T22:05:25.745630Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2505.08255.
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 2026-08-15T22:05:25.745630Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a7716078-7aa1-443a-835c-c6541301f6f2 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f04c9f7d-5769-4489-86f8-d3e1685bf565 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted A new backdoor attack in cnns by training set corruption without label poisoning
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a44c4ebb-0dfd-4759-a0e6-033a5fae2fab · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Evading deepfake-image detectors with white-and black-box attacks
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0bd2a609-3a2a-4766-896d-9aefc439fcd3 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef191f50-1da9-4379-b70a-670e8c07b6f8 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Deepfakes and the new disinformation war: The coming age of post-truth geopoli- tics.Foreign Aff., 98:147, 2019
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 05cbc377-a616-4c0c-88c7-8846390c616d · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Five pitfalls when assessing synthetic med- ical images with reference metrics
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a13328e5-8118-4f0b-804a-007680a07c5b · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted The DeepFake Detection Challenge (DFDC) Dataset
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa6a2b29-356c-4d08-a032-a654bfdc552b · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Leveraging fre- quency analysis for deep fake image recognition
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c6baa863-7b41-4e30-8984-7daa342f1b2a · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Are deepfakes concerning? analyzing conversations of deepfakes on reddit and exploring societal implications
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b11e7ad1-a837-4966-9993-3e4eca5ec057 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Privacy and security concerns in generative ai: A compre- hensive survey.IEEE Access, 2024
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e2247a59-61fc-4749-994c-6dba05a96d8d · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Explaining and Harnessing Adversarial Examples
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9e2d69b-23cb-4930-b813-805ac8d59355 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32e21eb0-1488-4d39-abcc-d7eb529511c7 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Controllable guide-space for generalizable face forgery detection
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bd855793-8508-4b3b-a0e7-5776ec49ec02 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted The social im- pact of deepfakes, 2021
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation dfcb51d7-c778-4133-b199-abaa004b7aef · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Deep residual learning for image recognition
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2685c7e8-0fa4-4dd8-815e-cc7a42d8340f · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Evading deepfake detectors via adversarial statistical consistency
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6229a18a-097a-4a28-8ff6-32a62d94d5b6 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0330035a-fbfc-4fbd-9918-91c438375593 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Densely connected convolutional net- works
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d66db625-b016-4424-83f6-31d59bed94a9 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c356dc15-d876-4dde-a98a-83500a0ba9e2 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Deepvi- sion: Deepfakes detection using human eye blinking pattern
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 47123095-8e37-492c-8e2a-6c30e8a10143 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Deepfakes in fi- nance: Unraveling the threat landscape and detection chal- lenges
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9cc4c53c-2128-48f7-8b7e-840170a8b130 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Overcoming catastrophic forgetting in neu- ral networks.Proceedings of the national academy of sci- ences, 114(13):3521–3526, 2017
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e3e5bb35-a41f-4156-b3ab-b805abf9fa48 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Face x-ray for more gen- eral face forgery detection
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 94f5db1a-0346-4648-81e3-fb2c82f4e4f0 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Exposing deepfake videos by detecting face warping artifacts
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9e1d9c49-9114-4f62-88e8-235a621cd587 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Celeb-df: A large-scale challenging dataset for deep- fake forensics
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 43e47d4f-bd5c-4129-81ca-5ac186a11895 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Invisible backdoor attack with sample- specific triggers
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac25b34e-2989-47f5-a937-138fa91a5e36 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Anti-backdoor learning: Training clean models on poisoned data.Advances in Neural Information Processing Systems, 34:14900–14912, 2021
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c16c1988-c2d2-44e7-a5f5-683068746487 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d73bae9c-f8cf-4ded-a7a2-9a3ef217d7d0 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81325304-be8d-4b2c-9aa3-94b0556203b5 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Preserving fairness generalization in deepfake detection
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ce53e047-f761-488c-bca8-c041a98f520a · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Forgery-aware adaptive transformer for generalizable synthetic image detection
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e30ee5f8-b0cb-4b45-af7c-af3c939952b9 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Fine- pruning: Defending against backdooring attacks on deep neural networks
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70821d0d-6464-49f5-9bbf-140de258cf49 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Gener- alizing face forgery detection with high-frequency features
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3edf2e24-39d5-440d-a4e8-49a9e23a9806 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Pytorch: An im- perative style, high-performance deep learning library.Ad- vances in neural information processing systems, 2019
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b8b62620-e396-4e64-8b61-6c828d6ccafd · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Deeprhythm: Ex- posing deepfakes with attentional visual heartbeat rhythms
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fa6e26e7-5bfc-466a-b88e-a5ff5491c680 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Thinking in frequency: Face forgery detection by min- ing frequency-aware clues
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 69d0cb45-e8c9-4fde-aaf6-0ca3b12af090 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Thinking in frequency: Face forgery detection by min- ing frequency-aware clues
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be0159c7-5082-456f-acce-3d230cd905ae · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted U- net: Convolutional networks for biomedical image segmen- tation
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e9f9f90-d955-4f6a-b362-26b6377d92c7 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Faceforen- sics++: Learning to detect manipulated facial images
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 077f9a86-edf5-4c1a-8e92-9571011abc8d · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Detecting deep- fakes with self-blended images
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7d5484f8-48a1-4a6a-ad96-ae0c0855fcc5 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Intriguing properties of neural networks
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 191d5412-63ba-4711-9b4e-1c795ecffcf7 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Rethinking the up-sampling op- erations in cnn-based generative network for generalizable deepfake detection
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c5a174f4-51e2-426b-b3c5-6cbf7db43ef6 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Efficientnet: Rethinking model scaling for convolutional neural networks
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3fad8f4-6a11-41e7-b877-4d1b5a77b71c · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Stegastamp: Invisible hyperlinks in physical photographs
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9904f0a-9590-4528-bc55-1a1bc5417b8e · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Label-Consistent Backdoor Attacks
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f52cc54-258d-4dd8-ab65-d66232708f07 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Deepfake detection: A comprehensive sur- vey from the reliability perspective.ACM Comput
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6db4f7e2-c43d-45ab-8024-9e03865c63a4 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Backdoor- bench: A comprehensive benchmark of backdoor learning
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 24ea379a-02ce-4d26-b44f-bfc7f889e291 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Transcending forgery specificity with latent space augmentation for generalizable deepfake detection
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1b19d6ce-e2c2-4067-9aa1-472b4da05420 · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Exposing deep fakes using inconsistent head poses
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e36573d9-6efb-4ba6-80e1-3c59f0d4829e · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted The unreasonable effectiveness of deep features as a perceptual metric
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 27e14a14-f15d-4a7d-980a-17fb9d2671cc · outbound
Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Learning self-consistency for deepfake detection
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
No inbound Pith citation observations are available.