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Paper Citation Record · LEDGER

AuthGuard: Generalizable Deepfake Detection via Language Guidance

As of 8 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 1 inbound Pith citation observation for arXiv:2506.04501.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.04501 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:45:47.134620Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T09:16:37.881212Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

59 of 59 outbound references displayed

  • verified exact2
  • verified fuzzy21
  • unresolved36
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e7014873-266e-4f16-9f12-af24d182bca5 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

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source=pdf_text observed=2026-08-07T10:45:46.596525Z digest=sha256:2266ec453bbc88ab2ac5819fd341f8e40f93b37972c42b3b5c0a29c43c01f234

Observation 36fdee53-5f56-4278-8634-0ce265220d22 · outbound

This paper cites An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape.

AuthGuard: Generalizable Deepfake Detection via Language Guidance An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape

Reference 2

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source=pdf_text observed=2026-08-07T10:45:46.613542Z digest=sha256:388c67045cd2332af321565f714f040e79c2044d5f06dd54b978195045395f75

Observation 4d01fff9-610d-45a8-b594-26fd4ba3a424 · outbound

This paper cites GPT-4 Technical Report.

AuthGuard: Generalizable Deepfake Detection via Language Guidance GPT-4 Technical Report

Reference 3

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source=pdf_text observed=2026-08-07T10:45:46.627769Z digest=sha256:33a001186239347aa7c53d2cc9b5755a1488457f8d28cd504f181be0007eafe1

Observation ac4615a5-959f-4d9d-af07-47c03cfaa22d · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments

Reference 4

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source=pdf_text observed=2026-08-07T10:45:46.635326Z digest=sha256:16c5b3f9235a7a429b5e671b75237758db5a7766f316b0339d4172902e999996

Observation a5298d2a-f244-4bfe-89e5-2eb26234bc90 · outbound

This paper cites End-to-end reconstruction- classification learning for face forgery detection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance End-to-end reconstruction- classification learning for face forgery detection

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.643042Z digest=sha256:b09cfe633cd334ed8b0f1058cde8d1acc9f02eb1451bdeeaa636891b6aa3e7c1

Observation 63bd1e5b-6843-4148-8af2-0fb8bb3c3031 · outbound

This paper cites Data uncertainty learning in face recognition.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Data uncertainty learning in face recognition

Reference 6

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source=pdf_text observed=2026-08-07T10:45:46.650199Z digest=sha256:3196e729fb7d8d17379689525363c7882dc1cc2795663c6dc8517e1fa2b6714f

Observation 04d1b791-a7aa-4ad7-8782-e84bf583ae44 · outbound

This paper cites AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors.

AuthGuard: Generalizable Deepfake Detection via Language Guidance AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors

Reference 7

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source=pdf_text observed=2026-08-07T10:45:46.669511Z digest=sha256:aa2ce136a73954f2177a5be85535bcf52fc9847c2fa1045a65e58aa794cbbbb2

Observation 5591d57e-fc15-42bb-883b-c9801db74f22 · outbound

This paper cites Generic attention- model explainability for interpreting bi-modal and encoder- decoder transformers.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Generic attention- model explainability for interpreting bi-modal and encoder- decoder transformers

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.677858Z digest=sha256:b997adb2cb3727197bea79cd9062e8f59193a30430a41717293c05cf8b57f457

Observation 1e0c3b7f-e857-4e75-b8dd-ae6f41039c9d · outbound

This paper cites Self-supervised learning of adversarial example: Towards good generalizations for deepfake detection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Self-supervised learning of adversarial example: Towards good generalizations for deepfake detection

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.686185Z digest=sha256:7e40f3d0d9f2f3fa9a969fbbc12149bd92cbfde19fa18c3865f7b04fb506d0d5

Observation 20f507a5-e873-4015-8752-2e6468f5646c · outbound

This paper cites Internvl: Scaling up vision foundation mod- els and aligning for generic visual-linguistic tasks.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Internvl: Scaling up vision foundation mod- els and aligning for generic visual-linguistic tasks

Reference 10

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source=pdf_text observed=2026-08-07T10:45:46.692556Z digest=sha256:7296a70a9b8388e9705337233bfb34584f5ead0f46b6ac1aa894db9ebea4b5f2

Observation 6a3f8370-f2c5-4011-97b2-04e2850cf9d0 · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Gonzalez, Ion Stoica, and Eric P

Reference 11

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source=pdf_text observed=2026-08-07T10:45:46.698599Z digest=sha256:f47be31561a7c4eedbcc63a188770e959515e6d046a3bf8b1682aa3ac3469912

Observation e18f138a-3ad3-41da-80bb-ea4a1aebedc9 · outbound

This paper cites Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality.See https://vicuna.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality.See https://vicuna

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.705994Z digest=sha256:4771848fb2c60a2a7cc2c907c15c8a6b483e1c7be87585ee3d24185c7639e98a

Observation a185239e-8708-4d67-b790-3e2c3591119a · outbound

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

AuthGuard: Generalizable Deepfake Detection via Language Guidance The DeepFake Detection Challenge (DFDC) Dataset

Reference 13

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source=pdf_text observed=2026-08-07T10:45:46.716104Z digest=sha256:841c5d3ca2e726915851d842226a2ceec6e3ce671e2587751f2e63e013bbfecc

Observation 18e3cb57-efee-4312-98e9-a6e1d1530ad4 · outbound

This paper cites Generative adversarial networks.Commu- nications of the ACM, 63(11):139–144, 2020.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Generative adversarial networks.Commu- nications of the ACM, 63(11):139–144, 2020

Reference 14

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source=pdf_text observed=2026-08-07T10:45:46.723118Z digest=sha256:39833bd8fd5d4badaabbee1c4f595cb4738e06394efacd3bf53ffb61d36fb06d

Observation a1d80ea5-8d06-458e-8252-3017e74a4f66 · outbound

This paper cites Deepfake detection by human crowds, machines, and machine-informed crowds.Proceedings of the National Academy of Sciences, 119(1):e2110013119, 2022.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Deepfake detection by human crowds, machines, and machine-informed crowds.Proceedings of the National Academy of Sciences, 119(1):e2110013119, 2022

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.730878Z digest=sha256:60b79a377b6f6c64e9e4cb07776d76b82861156d448ae4741dd79f6339262cf0

Observation 2f3ed0e4-9529-4f4f-843e-c9a9e349aac3 · outbound

This paper cites Denoising diffu- sion probabilistic models.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Denoising diffu- sion probabilistic models

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.740895Z digest=sha256:adc690c3adbd7215cadb8f573053f190843474d3e24a2b2f62e4ffbca5bdc8bd

Observation 430bd83c-b33f-4afb-8c56-2d9ef792c3b7 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

AuthGuard: Generalizable Deepfake Detection via Language Guidance LoRA: Low-Rank Adaptation of Large Language Models

Reference 17

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source=pdf_text observed=2026-08-07T10:45:46.749786Z digest=sha256:809dd1c509d41c655fed6869c4f62f43415cd65c3a15ba7c4abbe6eaa1d03322

Observation 5e5ab276-b927-4ffd-87fb-e2c1beda8c57 · outbound

This paper cites Implicit identity driven deepfake face swapping detection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Implicit identity driven deepfake face swapping detection

Reference 18

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source=pdf_text observed=2026-08-07T10:45:46.759904Z digest=sha256:ddab85b4b13a295e0c2996a9e43cfebb93bdf1d28e162f54c879081a65b83a8a

Observation 46631243-b187-4d44-9df0-1a96ddfa3aa6 · outbound

This paper cites Auto-Encoding Variational Bayes.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Auto-Encoding Variational Bayes

Reference 19

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source=pdf_text observed=2026-08-07T10:45:46.769008Z digest=sha256:b60d96338a234491caa4d11ceecc4f3e77649643a4fa26869996fb62a12e3675

Observation 52469fff-c880-4864-b7af-8aafb8befe88 · outbound

This paper cites Deepfake detection: humans vs. machines.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Deepfake detection: humans vs. machines

Reference 20

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local_arxiv, observed 2026-08-07T10:45:47.867622Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.779380Z digest=sha256:b889c937d0b6c3f5e72d96f0b9e7a1c35be7e065ec1a1b959b7a057a8e5910b5

Observation cbe6a97d-ecd5-44bf-88a4-9698de9d2e1d · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

AuthGuard: Generalizable Deepfake Detection via Language Guidance LLaVA-OneVision: Easy Visual Task Transfer

Reference 21

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source=pdf_text observed=2026-08-07T10:45:46.792517Z digest=sha256:62e32ed894ae917e53357064eb096961a8a507edbb5da3a23b5bf674874ea3ed

Observation 19030386-83ec-47bd-99f7-09ca66e508c3 · outbound

This paper cites Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation

Reference 22

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source=pdf_text observed=2026-08-07T10:45:46.801051Z digest=sha256:40bf2a3b48b352cf373c67cbdfe35d37dfda08e947ac369107be0784cb5871d5

Observation 3c3b8fea-0bd5-4d11-ab3d-571257cb2323 · outbound

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

AuthGuard: Generalizable Deepfake Detection via Language Guidance Face x-ray for more gen- eral face forgery detection

Reference 23

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source=pdf_text observed=2026-08-07T10:45:46.810325Z digest=sha256:4945af1d40d53c949c8ac6ad607547392a55f6d8c9ffacf1cfb5b164165a5218

Observation c0c942a4-136e-4c3e-bcbb-4f7ecff8efeb · outbound

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

AuthGuard: Generalizable Deepfake Detection via Language Guidance Celeb-df: A large-scale challenging dataset for deep- fake forensics

Reference 24

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source=pdf_text observed=2026-08-07T10:45:46.817639Z digest=sha256:6c486c7e5e23f35ce99a008ac4cce9bd7c1a31d596c81e0d30529f33e27e5675

Observation 027cd1c0-3f89-4dc4-925b-e7876d9985a5 · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Rouge: A package for automatic evaluation of summaries

Reference 25

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source=pdf_text observed=2026-08-07T10:45:46.830548Z digest=sha256:a34a3c2122419b40b8af1ec341215008d7d0c259fcea070170fbf89d6568bb81

Observation b210ae1b-1bce-4eea-8d21-7fb88bef373b · outbound

This paper cites Spatial- phase shallow learning: rethinking face forgery detection in frequency domain.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Spatial- phase shallow learning: rethinking face forgery detection in frequency domain

Reference 26

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.836328Z digest=sha256:29163b425c2b9bd7bfa1eec7b95ed568a42e9d21878b52395017f296e432ad94

Observation 82bdf173-4237-4223-ab80-b7d0dd570381 · outbound

This paper cites Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023

Reference 27

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source=pdf_text observed=2026-08-07T10:45:46.845111Z digest=sha256:284f5edb9d0c60cd805fb026188ff565af7b9906d863764b168a6846b81f342a

Observation 4ca8cf7c-960e-41e1-b703-cff616e6707b · outbound

This paper cites Improved baselines with visual instruction tuning.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Improved baselines with visual instruction tuning

Reference 28

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source=pdf_text observed=2026-08-07T10:45:46.852516Z digest=sha256:2a6434c2e00a8387e530a81a289c150efcb62cf56663b4f10019596bd2b0a9f1

Observation 0ef91032-fb38-4cb6-b574-abca231be531 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

AuthGuard: Generalizable Deepfake Detection via Language Guidance RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 29

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source=pdf_text observed=2026-08-07T10:45:46.858464Z digest=sha256:bc43cccba3f2dee6ad641da6e3c59153b7a21787c4214dd9042bdab60e1779e1

Observation 8bc39b9a-9495-46d6-993d-49e7135b9f15 · outbound

This paper cites Ursa: Under- standing and verifying chain-of-thought reasoning in multi- modal mathematics.arXiv preprint arXiv:2501.04686, 2025.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Ursa: Under- standing and verifying chain-of-thought reasoning in multi- modal mathematics.arXiv preprint arXiv:2501.04686, 2025

Reference 30

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source=pdf_text observed=2026-08-07T10:45:46.864917Z digest=sha256:6177bfc070e41f439bd84dea5368977167ff4d821468d254bea9ec540980dcc2

Observation 82028d24-a5a4-46d3-9a16-d698019a8443 · outbound

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

AuthGuard: Generalizable Deepfake Detection via Language Guidance Gener- alizing face forgery detection with high-frequency features

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.874422Z digest=sha256:3b5a21cc97067798d79d865c8a4e1d24defc61b78747bc9acd1980f09a507c6e

Observation 775da920-1448-4995-924e-0657aeca03ab · outbound

This paper cites Llama 3.2: Revolutionizing edge AI and vision with open, customizable models, 2024.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Llama 3.2: Revolutionizing edge AI and vision with open, customizable models, 2024

Reference 32

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.886072Z digest=sha256:002b8496f55a655cbf7cb89cf089f30c23ac85846d4b114db2d2527122f28aad

Observation 8cda8ec1-9ea2-41d0-98fb-42ac1146e203 · outbound

This paper cites Detect fakes: Overview, n.d.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Detect fakes: Overview, n.d

Reference 33

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source=pdf_text observed=2026-08-07T10:45:46.896644Z digest=sha256:fdb856f4d305d2a2e32bd27c0728dd5ca825a311b1d5104b7782789b0e27d64c

Observation e89e5a91-be44-42a6-891b-52638e2a74d0 · outbound

This paper cites Laa-net: Localized artifact attention network for quality-agnostic and generalizable deepfake de- tection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Laa-net: Localized artifact attention network for quality-agnostic and generalizable deepfake de- tection

Reference 34

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source=pdf_text observed=2026-08-07T10:45:46.907408Z digest=sha256:b66f9b6ebd0ad4487c53e8bf5f2f50d57a18645d5e02ef80828097efd4f69a6f

Observation ff2f56e5-167c-449b-bc3a-e368a4998cfc · outbound

This paper cites Core: Consistent repre- sentation learning for face forgery detection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Core: Consistent repre- sentation learning for face forgery detection

Reference 35

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source=pdf_text observed=2026-08-07T10:45:46.914024Z digest=sha256:7e13aea21ac9917a8e7495bc13f80fcb470e6084692c5317c269879b6b8f1ee5

Observation 7b9bed74-cfd5-43d2-81ed-4a1fdc659e68 · outbound

This paper cites X-InstructBLIP: A Framework for aligning X-Modal instruction-aware representations to LLMs and Emergent Cross-modal Reasoning.

AuthGuard: Generalizable Deepfake Detection via Language Guidance X-InstructBLIP: A Framework for aligning X-Modal instruction-aware representations to LLMs and Emergent Cross-modal Reasoning

Reference 36

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source=pdf_text observed=2026-08-07T10:45:46.925326Z digest=sha256:022d5113e65a862c5d915ad394e4f0872498b528515464129c081a8e76bf7de0

Observation 7411271b-a900-40dc-904a-fc3ed780b20a · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Bleu: a method for automatic evaluation of machine translation

Reference 37

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source=pdf_text observed=2026-08-07T10:45:46.940171Z digest=sha256:69a0ce8a1db175003fff83fb52dc00e65248f985f772dc1a3b25724e413e975f

Observation 0b785e31-f025-4851-a185-790420fd22e4 · outbound

This paper cites Deepfake generation and detection: A benchmark and survey.arXiv preprint arXiv:2403.17881, 2024.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Deepfake generation and detection: A benchmark and survey.arXiv preprint arXiv:2403.17881, 2024

Reference 38

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source=pdf_text observed=2026-08-07T10:45:46.947876Z digest=sha256:07932c17481c4161e920296c2755e0cc05e1ff54f6a55d84c683c77459b9824a

Observation c641640d-9b18-426b-915f-0a7ce2e77330 · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

AuthGuard: Generalizable Deepfake Detection via Language Guidance SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 39

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source=pdf_text observed=2026-08-07T10:45:46.954651Z digest=sha256:786b76412ae90357e6bf288c52634c986d77452361d44671d9a352e5c30ec2fb

Observation d9e75cb0-632a-4871-8eee-d5e5a8093835 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Learning transferable visual models from natural language supervi- sion

Reference 40

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raw_fallback, observed 2026-08-07T10:45:48.481743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.961921Z digest=sha256:8c1f8784208ef86e50267b4f460b1271263f01ef0209eb61688cbf0708a69543

Observation e37dca7a-e8c5-421f-a0cc-40a1958d8b13 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

AuthGuard: Generalizable Deepfake Detection via Language Guidance High-resolution image synthesis with latent diffusion models

Reference 41

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source=pdf_text observed=2026-08-07T10:45:46.970638Z digest=sha256:9e16e04224458b2e99a804bab3f979b1d9df7cd1b78e2cabeab2b6bf432b0235

Observation 9b658083-8d65-49c0-9eeb-d53c07439038 · outbound

This paper cites FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces.

AuthGuard: Generalizable Deepfake Detection via Language Guidance FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces

Reference 42

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source=pdf_text observed=2026-08-07T10:45:46.977936Z digest=sha256:04055bfc51561815f7fdb838609bb620b8f32460d88e1f3a6b3fc04f001acb5e

Observation 9b99eda7-22b9-4ba8-8aaa-5c7a3c2bf4b0 · outbound

This paper cites Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation

Reference 43

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source=pdf_text observed=2026-08-07T10:45:46.986006Z digest=sha256:1c982c72c4fa94d2700b9938236cab16ccf66fcca7704c4f5cc8d93a1ec98aa3

Observation ea0825a4-396d-49ea-ae61-29c509aa78da · outbound

This paper cites Laion-5b: An open large-scale dataset for training next generation image-text models.Advances in Neural In- formation Processing Systems, 35:25278–25294, 2022.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Laion-5b: An open large-scale dataset for training next generation image-text models.Advances in Neural In- formation Processing Systems, 35:25278–25294, 2022

Reference 44

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raw_fallback, observed 2026-08-07T10:45:48.394261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:46.994547Z digest=sha256:96f9b3936882bfa9302c3856198ef78b50d0db23eab67e49f6b357784e3729e3

Observation ac1d7633-4a27-44d2-aa71-bebcf2ceddde · outbound

This paper cites Probabilistic face embeddings.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Probabilistic face embeddings

Reference 45

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source=pdf_text observed=2026-08-07T10:45:47.006225Z digest=sha256:cc8f20aa23fd220c94e9a6252884fce62ce4246e5f5de83594a16255028828d4

Observation c01187ff-8798-4d0b-b39f-c8d238375d68 · outbound

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

AuthGuard: Generalizable Deepfake Detection via Language Guidance Detecting deep- fakes with self-blended images

Reference 46

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source=pdf_text observed=2026-08-07T10:45:47.013711Z digest=sha256:c5e62cc1284970c824deb886c0c0e9a564894af5f95ec706cb3644a970426747

Observation 07ad1b49-366d-43de-9d78-db6fe67ca4b9 · outbound

This paper cites Instruction tuning on large language models to improve reasoning per- formance.Authorea Preprints, 2024.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Instruction tuning on large language models to improve reasoning per- formance.Authorea Preprints, 2024

Reference 47

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raw_fallback, observed 2026-08-07T10:45:48.324556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:47.021176Z digest=sha256:1c80f17eeeb6777662013e0eb888fb02313509907b752f8116a3461e6bcb8982

Observation 2df364e0-6f11-4018-80ff-649b8331f042 · outbound

This paper cites Cider: Consensus-based image description evalua- tion.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Cider: Consensus-based image description evalua- tion

Reference 48

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source=pdf_text observed=2026-08-07T10:45:47.029112Z digest=sha256:565f90730741b3dd62a57ed8ed1b916134f7f504d10f8346425306a98ac1b2da

Observation d1521898-9d9c-4e61-a628-de975e340053 · outbound

This paper cites Principles of Designing Robust Remote Face Anti-Spoofing Systems.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Principles of Designing Robust Remote Face Anti-Spoofing Systems

Reference 49

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verified exact
local_arxiv, observed 2026-08-07T10:45:47.366856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:47.037954Z digest=sha256:45ca1c953cb6c872abc9cd124012695452203a1cd503d0b9676da2b8e85948ef

Observation 39aab4c5-03fd-49d8-82f7-1197cb14f1ff · outbound

This paper cites Tall: Thumbnail layout for deepfake video detection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Tall: Thumbnail layout for deepfake video detection

Reference 50

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source=pdf_text observed=2026-08-07T10:45:47.048668Z digest=sha256:044e9cde6850ea413b372621d944c0efec7e3865c070073d081d29b8a508de82

Observation aeaaa776-7e42-4976-b0f8-f8b60a036962 · outbound

This paper cites Ucf: Uncovering common features for generalizable deep- fake detection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Ucf: Uncovering common features for generalizable deep- fake detection

Reference 51

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source=pdf_text observed=2026-08-07T10:45:47.056315Z digest=sha256:9d768d3f91ec9e82ab46151895329680c20bb8c095194c2544bc1bf6b7ebc0f7

Observation 00b0de51-3374-4f0f-9453-4d91fea9854b · outbound

This paper cites DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance DeepfakeBench: A Comprehensive Benchmark of Deepfake Detection

Reference 52

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source=pdf_text observed=2026-08-07T10:45:47.064037Z digest=sha256:b82d2a8f9bed1714bf4e50e6763cc3f309d81104fae77cfa93f681c488389027

Observation 22abbb42-5150-4747-9c8e-5da1f1d1abb3 · outbound

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

AuthGuard: Generalizable Deepfake Detection via Language Guidance Transcending forgery specificity with latent space augmentation for generalizable deepfake detection

Reference 53

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raw_fallback, observed 2026-08-07T10:45:48.222344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:47.072427Z digest=sha256:26fa3450169d7361972af5c612b9c1ed2331b9869ef62bcfe9de58ba52750a7f

Observation ea7bc958-a7a9-4965-8a3c-3ecca8ec2892 · outbound

This paper cites DF40: Toward Next-Generation Deepfake Detection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance DF40: Toward Next-Generation Deepfake Detection

Reference 54

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source=pdf_text observed=2026-08-07T10:45:47.080250Z digest=sha256:937a61a3f378178c2e1376b0673eb7f31f7ba52e197020f6f5a73c77b0824e2a

Observation 8cd507e0-f6eb-4e01-85b0-18ee04296f5e · outbound

This paper cites IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models.

AuthGuard: Generalizable Deepfake Detection via Language Guidance IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models

Reference 55

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source=pdf_text observed=2026-08-07T10:45:47.088319Z digest=sha256:48cc704dd687ef4148a7765c980fee84e92c81195066e1780c11717703f057f7

Observation ac132d48-f44e-4abc-b9f7-669fc92f487c · outbound

This paper cites Boosting continual learning of vision-language models via mixture-of-experts adapters.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Boosting continual learning of vision-language models via mixture-of-experts adapters

Reference 56

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verified fuzzy
raw_fallback, observed 2026-08-07T10:45:48.199280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:47.095259Z digest=sha256:17baa6b381d31d94d02d3252abf75160bebb27461bdffdca233e0c3bb7036bf2

Observation ad5f5d77-b3e2-45ae-adde-b254625f9db5 · outbound

This paper cites Unified physical-digital attack detection chal- lenge.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Unified physical-digital attack detection chal- lenge

Reference 57

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verified fuzzy
raw_fallback, observed 2026-08-07T10:45:48.173804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:47.103824Z digest=sha256:a6dd3f31a8882ebe1127b97054d56231b47f6515ce681b8b3766dae2243fc27e

Observation fda4294a-86e1-4153-8ded-36a03dfec196 · outbound

This paper cites Common Sense Reasoning for Deepfake Detection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Common Sense Reasoning for Deepfake Detection

Reference 58

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source=pdf_text observed=2026-08-07T10:45:47.116835Z digest=sha256:84798674feb996abe85bee7d50162fca3ddd3c1fc95c9a720307c109d96a6893

Observation ec544a0a-1323-4d3c-a760-a5dc3a24a418 · outbound

This paper cites Learning self-consistency for deepfake detection.

AuthGuard: Generalizable Deepfake Detection via Language Guidance Learning self-consistency for deepfake detection

Reference 59

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raw_fallback, observed 2026-08-07T10:45:48.142479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:45:47.134620Z digest=sha256:7149d166da485e2e1ee2010089e46ed73a87e13854cb8f48df25a5273c0ab648

Pith citing papers

Observation 044c57a6-8884-4af3-aa2c-89a8966b0f08 · inbound

Detecting AI-Generated Video: A Vision-Language Dual-View Survey cites this paper.

Detecting AI-Generated Video: A Vision-Language Dual-View Survey AuthGuard: Generalizable Deepfake Detection via Language Guidance

Reference 45

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source=arxiv_source observed=2026-07-14T09:16:37.881212Z digest=sha256:4c600b916c637100f9ac29f2f7e05df340c5fdeb22293c28a941c12ed8d3bb0a