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Paper Citation Record · LEDGER

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted

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.

pith.paper-citation-record.v1
2505.08255 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:05:25.745630Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

51 of 51 outbound references displayed

  • verified exact1
  • verified fuzzy34
  • unresolved16
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a7716078-7aa1-443a-835c-c6541301f6f2 · outbound

This paper cites an unresolved cited work.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Unresolved cited work

Reference 1

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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.

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Observation f04c9f7d-5769-4489-86f8-d3e1685bf565 · outbound

This paper cites A new backdoor attack in cnns by training set corruption without label poisoning.

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

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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.

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Observation a44c4ebb-0dfd-4759-a0e6-033a5fae2fab · outbound

This paper cites Evading deepfake-image detectors with white-and black-box attacks.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Evading deepfake-image detectors with white-and black-box attacks

Reference 3

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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.

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Observation 0bd2a609-3a2a-4766-896d-9aefc439fcd3 · outbound

This paper cites Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning

Reference 4

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no resolver link, observed 2026-08-15T22:05:25.551663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.551663Z digest=sha256:49a27276576abdce9a13aae8d7dec12565f068269290e11c504af2009aa48c10

Observation ef191f50-1da9-4379-b70a-670e8c07b6f8 · outbound

This paper cites Deepfakes and the new disinformation war: The coming age of post-truth geopoli- tics.Foreign Aff., 98:147, 2019.

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

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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.

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Observation 05cbc377-a616-4c0c-88c7-8846390c616d · outbound

This paper cites Five pitfalls when assessing synthetic med- ical images with reference metrics.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Five pitfalls when assessing synthetic med- ical images with reference metrics

Reference 6

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raw_fallback, observed 2026-08-15T22:05:26.385272Z

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.

source=pdf_text observed=2026-08-15T22:05:25.560157Z digest=sha256:2d7ec6e21e027f6f3aa8cca2cf87247e1a2bcfdfdb37e5335269d11ecd106a38

Observation a13328e5-8118-4f0b-804a-007680a07c5b · outbound

This paper cites The DeepFake Detection Challenge (DFDC) Dataset.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted The DeepFake Detection Challenge (DFDC) Dataset

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.564329Z digest=sha256:9b424819185698839c270f28ed421191ae49bde596d70e9086b6f80689b81918

Observation fa6a2b29-356c-4d08-a032-a654bfdc552b · outbound

This paper cites Leveraging fre- quency analysis for deep fake image recognition.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Leveraging fre- quency analysis for deep fake image recognition

Reference 8

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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.

source=pdf_text observed=2026-08-15T22:05:25.569168Z digest=sha256:a04992a73ac395dc685cff94b034efce0f37d5cc9d904de28ab20d86d7f053eb

Observation c6baa863-7b41-4e30-8984-7daa342f1b2a · outbound

This paper cites Are deepfakes concerning? analyzing conversations of deepfakes on reddit and exploring societal implications.

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

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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.

source=pdf_text observed=2026-08-15T22:05:25.573156Z digest=sha256:3f56d7e99a5efb633213dbb4790e912b6a6b7396898e8319b1425f0c4f52c0b2

Observation b11e7ad1-a837-4966-9993-3e4eca5ec057 · outbound

This paper cites Privacy and security concerns in generative ai: A compre- hensive survey.IEEE Access, 2024.

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

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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.

source=pdf_text observed=2026-08-15T22:05:25.577188Z digest=sha256:7a7e0f0bb52970858891736c4e5f64e05a576eca5724dc08d1ebb8e07f917808

Observation e2247a59-61fc-4749-994c-6dba05a96d8d · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Explaining and Harnessing Adversarial Examples

Reference 11

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.581375Z digest=sha256:ad73e625a33d1efeb78556df80755a692ba2147cfc0c2094ebd46599304b3dc6

Observation c9e2d69b-23cb-4930-b813-805ac8d59355 · outbound

This paper cites BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.585685Z digest=sha256:07e8b707476e853eef01d026f9fab85e4363a62010c7287c43bd2d7a30549e94

Observation 32e21eb0-1488-4d39-abcc-d7eb529511c7 · outbound

This paper cites Controllable guide-space for generalizable face forgery detection.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Controllable guide-space for generalizable face forgery detection

Reference 13

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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.

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Observation bd855793-8508-4b3b-a0e7-5776ec49ec02 · outbound

This paper cites The social im- pact of deepfakes, 2021.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted The social im- pact of deepfakes, 2021

Reference 14

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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.

source=pdf_text observed=2026-08-15T22:05:25.594106Z digest=sha256:dd1a055febe02a4c1415cbfc5b3ffd44a415622a3a8e86354050ef8ccf35ef14

Observation dfcb51d7-c778-4133-b199-abaa004b7aef · outbound

This paper cites Deep residual learning for image recognition.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Deep residual learning for image recognition

Reference 15

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raw_fallback, observed 2026-08-15T22:05:26.305402Z

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.

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Observation 2685c7e8-0fa4-4dd8-815e-cc7a42d8340f · outbound

This paper cites Evading deepfake detectors via adversarial statistical consistency.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Evading deepfake detectors via adversarial statistical consistency

Reference 16

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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.

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Observation 6229a18a-097a-4a28-8ff6-32a62d94d5b6 · outbound

This paper cites MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

Reference 17

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.606032Z digest=sha256:27d5b76c7d5346a149925bc11207c2954d1daaf2b351039dc18ba12cfafe7c81

Observation 0330035a-fbfc-4fbd-9918-91c438375593 · outbound

This paper cites Densely connected convolutional net- works.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Densely connected convolutional net- works

Reference 18

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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.

source=pdf_text observed=2026-08-15T22:05:25.610320Z digest=sha256:af77dcab46ace07102bb64591acef6854b3c277e918384c34138f3c1da10b71c

Observation d66db625-b016-4424-83f6-31d59bed94a9 · outbound

This paper cites Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Dodging DeepFake Detection via Implicit Spatial-Domain Notch Filtering

Reference 19

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local_arxiv, observed 2026-08-15T22:05:25.839899Z

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.

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Observation c356dc15-d876-4dde-a98a-83500a0ba9e2 · outbound

This paper cites Deepvi- sion: Deepfakes detection using human eye blinking pattern.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Deepvi- sion: Deepfakes detection using human eye blinking pattern

Reference 20

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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.

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Observation 47123095-8e37-492c-8e2a-6c30e8a10143 · outbound

This paper cites Deepfakes in fi- nance: Unraveling the threat landscape and detection chal- lenges.

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

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 9cc4c53c-2128-48f7-8b7e-840170a8b130 · outbound

This paper cites Overcoming catastrophic forgetting in neu- ral networks.Proceedings of the national academy of sci- ences, 114(13):3521–3526, 2017.

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

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation e3e5bb35-a41f-4156-b3ab-b805abf9fa48 · outbound

This paper cites Face x-ray for more gen- eral face forgery detection.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Face x-ray for more gen- eral face forgery detection

Reference 23

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raw_fallback, observed 2026-08-15T22:05:26.222749Z

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.

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Observation 94f5db1a-0346-4648-81e3-fb2c82f4e4f0 · outbound

This paper cites Exposing deepfake videos by detecting face warping artifacts.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Exposing deepfake videos by detecting face warping artifacts

Reference 24

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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.

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Observation 9e1d9c49-9114-4f62-88e8-235a621cd587 · outbound

This paper cites Celeb-df: A large-scale challenging dataset for deep- fake forensics.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Celeb-df: A large-scale challenging dataset for deep- fake forensics

Reference 25

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raw_fallback, observed 2026-08-15T22:05:26.194778Z

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.

source=pdf_text observed=2026-08-15T22:05:25.638997Z digest=sha256:2973948bdd6a7ad75e7aedebd228ccd3baa7b47c90f071ee70384b7b2938eca7

Observation 43e47d4f-bd5c-4129-81ca-5ac186a11895 · outbound

This paper cites Invisible backdoor attack with sample- specific triggers.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Invisible backdoor attack with sample- specific triggers

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.643039Z digest=sha256:34a074a3b57744577eea25e702abd5ef00fe077c6c6b841b429dd9a8e2a820ef

Observation ac25b34e-2989-47f5-a937-138fa91a5e36 · outbound

This paper cites Anti-backdoor learning: Training clean models on poisoned data.Advances in Neural Information Processing Systems, 34:14900–14912, 2021.

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

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raw_fallback, observed 2026-08-15T22:05:26.172648Z

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.

source=pdf_text observed=2026-08-15T22:05:25.647484Z digest=sha256:2ef246fc8e18fced54d67407622405997376c81b19d35f676e5959098d8135c7

Observation c16c1988-c2d2-44e7-a5f5-683068746487 · outbound

This paper cites Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks

Reference 28

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.651469Z digest=sha256:6f95508427f0897abc163877da2e82f05e7ebd9975c62735fdeb43fda6892a18

Observation d73bae9c-f8cf-4ded-a7a2-9a3ef217d7d0 · outbound

This paper cites Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Poisoned Forgery Face: Towards Backdoor Attacks on Face Forgery Detection

Reference 29

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.655801Z digest=sha256:0a2d638be5cd8fbb90cb240c8e60de15bb12cd820b5d68416a4c11b2c37a69e4

Observation 81325304-be8d-4b2c-9aa3-94b0556203b5 · outbound

This paper cites Preserving fairness generalization in deepfake detection.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Preserving fairness generalization in deepfake detection

Reference 30

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raw_fallback, observed 2026-08-15T22:05:26.159166Z

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.

source=pdf_text observed=2026-08-15T22:05:25.660092Z digest=sha256:5fe3ec13a6ed99fc24c7a25c44a87c5e4aec3296f6cc1d6a371dff224daf0b3c

Observation ce53e047-f761-488c-bca8-c041a98f520a · outbound

This paper cites Forgery-aware adaptive transformer for generalizable synthetic image detection.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Forgery-aware adaptive transformer for generalizable synthetic image detection

Reference 31

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raw_fallback, observed 2026-08-15T22:05:26.145845Z

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.

source=pdf_text observed=2026-08-15T22:05:25.664122Z digest=sha256:aae7e7ad89bcf678d0fc73f23e348dc75c58e23b614f2bdf8e969c543c17afca

Observation e30ee5f8-b0cb-4b45-af7c-af3c939952b9 · outbound

This paper cites Fine- pruning: Defending against backdooring attacks on deep neural networks.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Fine- pruning: Defending against backdooring attacks on deep neural networks

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.667986Z digest=sha256:f067ff32812b79f18684d4752a0256f0e294e274b05025af178dcca543782272

Observation 70821d0d-6464-49f5-9bbf-140de258cf49 · outbound

This paper cites Gener- alizing face forgery detection with high-frequency features.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Gener- alizing face forgery detection with high-frequency features

Reference 33

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raw_fallback, observed 2026-08-15T22:05:26.123495Z

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.

source=pdf_text observed=2026-08-15T22:05:25.672177Z digest=sha256:25ea4d75c66ad8aaa47a3ff9ca704c26573a40eefb619de95a48c7b28e20b99e

Observation 3edf2e24-39d5-440d-a4e8-49a9e23a9806 · outbound

This paper cites Pytorch: An im- perative style, high-performance deep learning library.Ad- vances in neural information processing systems, 2019.

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

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raw_fallback, observed 2026-08-15T22:05:26.109404Z

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.

source=pdf_text observed=2026-08-15T22:05:25.676077Z digest=sha256:97b5ee009b36fb31cf17f10ef77958bc77a9ebab8989e2f28158a2aaafd8da00

Observation b8b62620-e396-4e64-8b61-6c828d6ccafd · outbound

This paper cites Deeprhythm: Ex- posing deepfakes with attentional visual heartbeat rhythms.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Deeprhythm: Ex- posing deepfakes with attentional visual heartbeat rhythms

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-15T22:05:26.095973Z

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.

source=pdf_text observed=2026-08-15T22:05:25.680232Z digest=sha256:66b4da7a8555420beebbb20d1c890973bc0006afb40eed8423351cc5dd075dda

Observation fa6e26e7-5bfc-466a-b88e-a5ff5491c680 · outbound

This paper cites Thinking in frequency: Face forgery detection by min- ing frequency-aware clues.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:05:26.082780Z

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.

source=pdf_text observed=2026-08-15T22:05:25.684135Z digest=sha256:864fcd9e839402d1a4c0dc050ada727bdea591a22d8080792c808529317172b5

Observation 69d0cb45-e8c9-4fde-aaf6-0ca3b12af090 · outbound

This paper cites Thinking in frequency: Face forgery detection by min- ing frequency-aware clues.

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

Resolution
unresolved
no resolver link, observed 2026-08-15T22:05:25.688112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.688112Z digest=sha256:1f24ab6838e71bc7da05e24a151423fe57d4cbe9f4d555bf24ef890f7e5cecb6

Observation be0159c7-5082-456f-acce-3d230cd905ae · outbound

This paper cites U- net: Convolutional networks for biomedical image segmen- tation.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted U- net: Convolutional networks for biomedical image segmen- tation

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-15T22:05:25.692204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.692204Z digest=sha256:c06db38909397cf93d611333d3bf0db01720573d955723daac33c2b28772a656

Observation 3e9f9f90-d955-4f6a-b362-26b6377d92c7 · outbound

This paper cites Faceforen- sics++: Learning to detect manipulated facial images.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Faceforen- sics++: Learning to detect manipulated facial images

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:05:26.052416Z

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.

source=pdf_text observed=2026-08-15T22:05:25.695952Z digest=sha256:d497726ca35d370ba2b5e3ec9fdc8139056e3769e9c4d6dda0f2fc3d0e642617

Observation 077f9a86-edf5-4c1a-8e92-9571011abc8d · outbound

This paper cites Detecting deep- fakes with self-blended images.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Detecting deep- fakes with self-blended images

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:05:26.038827Z

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.

source=pdf_text observed=2026-08-15T22:05:25.699819Z digest=sha256:edaca9060f5ddf86cd77bf1fed0c9ac94e19be17b7edc0fda5a3fc67de0a2b54

Observation 7d5484f8-48a1-4a6a-ad96-ae0c0855fcc5 · outbound

This paper cites Intriguing properties of neural networks.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Intriguing properties of neural networks

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T22:05:25.703729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.703729Z digest=sha256:183a79ce0d9b676fc8476d2c915fd949d2877eabe1b8e6ea76b5a47162b036d9

Observation 191d5412-63ba-4711-9b4e-1c795ecffcf7 · outbound

This paper cites Rethinking the up-sampling op- erations in cnn-based generative network for generalizable deepfake detection.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:05:26.025361Z

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.

source=pdf_text observed=2026-08-15T22:05:25.707991Z digest=sha256:50eca2117d9a7daaa805a92a33dd1f14909aa01ea78a220bfa2b0ea03bc370fc

Observation c5a174f4-51e2-426b-b3c5-6cbf7db43ef6 · outbound

This paper cites Efficientnet: Rethinking model scaling for convolutional neural networks.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Efficientnet: Rethinking model scaling for convolutional neural networks

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-15T22:05:25.712236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.712236Z digest=sha256:b5c5077146cd5173e83f581e9ccd0088a67977eec8f3f5133ddf3343d1b42829

Observation f3fad8f4-6a11-41e7-b877-4d1b5a77b71c · outbound

This paper cites Stegastamp: Invisible hyperlinks in physical photographs.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Stegastamp: Invisible hyperlinks in physical photographs

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-15T22:05:25.716728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.716728Z digest=sha256:b682ebffc9567ae69b46a5c6e92464e9636d2926244697b02a28b9f430514408

Observation b9904f0a-9590-4528-bc55-1a1bc5417b8e · outbound

This paper cites Label-Consistent Backdoor Attacks.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Label-Consistent Backdoor Attacks

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-15T22:05:25.720714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:05:25.720714Z digest=sha256:8fa54235b00e7273274ce89ba1e42b4980879dc333869194d1f35795d7ed7078

Observation 0f52cc54-258d-4dd8-ab65-d66232708f07 · outbound

This paper cites Deepfake detection: A comprehensive sur- vey from the reliability perspective.ACM Comput.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:05:25.992772Z

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.

source=pdf_text observed=2026-08-15T22:05:25.724881Z digest=sha256:7e0f49a172da2de6b1a6b447038fdbd12da0c446b56926f114a38ce9d28d83c3

Observation 6db4f7e2-c43d-45ab-8024-9e03865c63a4 · outbound

This paper cites Backdoor- bench: A comprehensive benchmark of backdoor learning.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Backdoor- bench: A comprehensive benchmark of backdoor learning

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:05:25.977045Z

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.

source=pdf_text observed=2026-08-15T22:05:25.728785Z digest=sha256:3dcd2c7a5f4bc094b24f9d5ce59ad61f65349b103e7a1b8c10c071cd8f3c004d

Observation 24ea379a-02ce-4d26-b44f-bfc7f889e291 · outbound

This paper cites Transcending forgery specificity with latent space augmentation for generalizable deepfake detection.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Transcending forgery specificity with latent space augmentation for generalizable deepfake detection

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:05:25.963079Z

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.

source=pdf_text observed=2026-08-15T22:05:25.732812Z digest=sha256:7cded15acb6e3e9c38cd7b70f5dba76cf0c1885d4e32d9371089a1d3bcd3b5c6

Observation 1b19d6ce-e2c2-4067-9aa1-472b4da05420 · outbound

This paper cites Exposing deep fakes using inconsistent head poses.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Exposing deep fakes using inconsistent head poses

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:05:25.949506Z

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.

source=pdf_text observed=2026-08-15T22:05:25.736805Z digest=sha256:cdea3459ad3133f0153289fb1078a4ebcb2e592d4e06e11d853777c74d1283b7

Observation e36573d9-6efb-4ba6-80e1-3c59f0d4829e · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted The unreasonable effectiveness of deep features as a perceptual metric

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:05:25.935947Z

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.

source=pdf_text observed=2026-08-15T22:05:25.740811Z digest=sha256:a818f969ac5358ad64448169690bbc03e27cb8369c6c470cba7176a60c7ff950

Observation 27e14a14-f15d-4a7d-980a-17fb9d2671cc · outbound

This paper cites Learning self-consistency for deepfake detection.

Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted Learning self-consistency for deepfake detection

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:05:25.922380Z

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.

source=pdf_text observed=2026-08-15T22:05:25.745630Z digest=sha256:95dc8309602a14634f8cf076c072817958c62bdd7b770cceaa687ea96edc21a9

Pith citing papers

No inbound Pith citation observations are available.