Paper Citation Record · LEDGER

LLMs Are Not Yet Ready for Deepfake Image Detection

As of 8 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 4 inbound Pith citation observations for arXiv:2506.10474.

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

pith.paper-citation-record.v1
2506.10474 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:32:25.888929Z

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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:08:54.359370Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T10:39:45.171543Z

Reference resolution

56 of 56 outbound references displayed

verified exact1
verified fuzzy46
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 166ad18b-de37-487b-8402-2a3022969c3a · outbound

This paper cites Deepfakes and stolen pii utilized to apply for remote work positions.

LLMs Are Not Yet Ready for Deepfake Image Detection Deepfakes and stolen pii utilized to apply for remote work positions

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.253711Z

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.

Observation dba18f95-af0b-4ffe-a8b3-92f496c55dc2 · outbound

This paper cites Deepfake in the metaverse: Security implications for virtual gaming, meetings, and offices.

LLMs Are Not Yet Ready for Deepfake Image Detection Deepfake in the metaverse: Security implications for virtual gaming, meetings, and offices

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.244415Z

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.

Observation 5767e4b2-c702-409c-ac2d-d66ecbe09d50 · outbound

This paper cites an unresolved cited work.

LLMs Are Not Yet Ready for Deepfake Image Detection Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:32:32.235081Z

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.

Observation 33d60394-5117-4cf7-aed1-d61eba51289c · outbound

This paper cites Classifying genuine face images from disguised face images.

LLMs Are Not Yet Ready for Deepfake Image Detection Classifying genuine face images from disguised face images

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.226215Z

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.

Observation 58c40b11-08e8-44d0-9cad-7a08b5830be2 · outbound

This paper cites Seeing is living? rethinking the security of facial liveness verification in the deepfake era.

LLMs Are Not Yet Ready for Deepfake Image Detection Seeing is living? rethinking the security of facial liveness verification in the deepfake era

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.217048Z

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.

Observation c57fc72b-9255-4f2b-bbb0-d6870b1d7988 · outbound

This paper cites Evaluating trustworthiness and racial bias in face recognition apis using deepfakes.Computer, 56(5):51–61, 2023.

LLMs Are Not Yet Ready for Deepfake Image Detection Evaluating trustworthiness and racial bias in face recognition apis using deepfakes.Computer, 56(5):51–61, 2023

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.207554Z

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.

Observation c13760f6-a71f-44e0-8b6a-10b271bd63d5 · outbound

This paper cites When george clooney is not george clooney: Using genattack to deceive amazon’s and naver’s celebrity recognition apis.

LLMs Are Not Yet Ready for Deepfake Image Detection When george clooney is not george clooney: Using genattack to deceive amazon’s and naver’s celebrity recognition apis

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.198240Z

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.

Observation ecc6c882-f7b9-42ab-b4f6-5277fbef87c6 · outbound

This paper cites Am i a real or fake celebrity? evaluating face recognition and verification apis under deepfake impersonation attack.

LLMs Are Not Yet Ready for Deepfake Image Detection Am i a real or fake celebrity? evaluating face recognition and verification apis under deepfake impersonation attack

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.187988Z

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.

Observation 943e1172-668d-40e2-ada3-ce386582ee87 · outbound

This paper cites Le and Simon Woo.

LLMs Are Not Yet Ready for Deepfake Image Detection Le and Simon Woo

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.178418Z

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.

Observation 86a887b9-7ab7-42e3-947b-da453714e1f4 · outbound

This paper cites Self-supervised video forensics by audio-visual anomaly detection.

LLMs Are Not Yet Ready for Deepfake Image Detection Self-supervised video forensics by audio-visual anomaly detection

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.168920Z

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.

Observation ca6d9360-cb1c-4902-8be8-311062c2a8f3 · outbound

This paper cites Aunet: Learning relations between action units for face forgery detection.

LLMs Are Not Yet Ready for Deepfake Image Detection Aunet: Learning relations between action units for face forgery detection

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.158833Z

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.

Observation d0192426-d87a-488e-b550-637a6f04891d · outbound

This paper cites Capsule-forensics: Using capsule networks to detect forged images and videos.

LLMs Are Not Yet Ready for Deepfake Image Detection Capsule-forensics: Using capsule networks to detect forged images and videos

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.149324Z

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.

Observation a7a000ea-0f61-47b2-b053-548811c385ed · outbound

This paper cites One detector to rule them all: Towards a general deepfake attack detection framework.

LLMs Are Not Yet Ready for Deepfake Image Detection One detector to rule them all: Towards a general deepfake attack detection framework

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.139107Z

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.

Observation eed62266-385e-4d3e-9d29-7e2830038f21 · outbound

This paper cites Apparatus and method for detecting deepfake based on convolutional long short-term memory network, September 2023.

LLMs Are Not Yet Ready for Deepfake Image Detection Apparatus and method for detecting deepfake based on convolutional long short-term memory network, September 2023

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.126579Z

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.

Observation 30188ac1-a1f8-493d-b400-00ded248a167 · outbound

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

LLMs Are Not Yet Ready for Deepfake Image Detection Thinking in frequency: Face forgery detection by mining frequency-aware clues

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:32.024408Z

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.

Observation 120f3661-76da-4c1d-87ec-9416f6a45bee · outbound

This paper cites Adaptive face forgery detection in cross domain.

LLMs Are Not Yet Ready for Deepfake Image Detection Adaptive face forgery detection in cross domain

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:31.877995Z

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.

Observation 6c16dd89-1d89-4d8c-babc-abc3691eb01c · outbound

This paper cites Add: Frequency attention and multi-view based knowledge distillation to detect low-quality compressed deepfake images.

LLMs Are Not Yet Ready for Deepfake Image Detection Add: Frequency attention and multi-view based knowledge distillation to detect low-quality compressed deepfake images

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:31.637916Z

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.

Observation 6d3a1a97-eadc-47cb-9708-c69deea71135 · outbound

This paper cites Exploring the asynchronous of the frequency spectra of gan-generated facial images.

LLMs Are Not Yet Ready for Deepfake Image Detection Exploring the asynchronous of the frequency spectra of gan-generated facial images

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:31.412605Z

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.

Observation 89d0a388-eabd-4169-9f69-43ce7ac1f482 · outbound

This paper cites Tar: Generalized forensic framework to detect deepfakes using weakly supervised learning.

LLMs Are Not Yet Ready for Deepfake Image Detection Tar: Generalized forensic framework to detect deepfakes using weakly supervised learning

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:31.273839Z

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.

Observation 455047e8-5790-4b94-8b58-db7f9522b9be · outbound

This paper cites Detecting hand- crafted facial image manipulations and gan-generated facial images using shallow-fakefacenet.Applied Soft Computing, 105:107256, 2021.

LLMs Are Not Yet Ready for Deepfake Image Detection Detecting hand- crafted facial image manipulations and gan-generated facial images using shallow-fakefacenet.Applied Soft Computing, 105:107256, 2021

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:31.149256Z

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.

Observation f2cebcaf-7547-4794-8ce6-a2e7c1091eb0 · outbound

This paper cites Ugad: Universal generative ai detector utilizing frequency fingerprints.

LLMs Are Not Yet Ready for Deepfake Image Detection Ugad: Universal generative ai detector utilizing frequency fingerprints

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:31.010289Z

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.

Observation 5bcd3b35-3021-4449-b3a9-d36ccd1ee0bc · outbound

This paper cites Altfreezing for more general video face forgery detection.

LLMs Are Not Yet Ready for Deepfake Image Detection Altfreezing for more general video face forgery detection

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:30.809292Z

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.

Observation 352a8903-d0e6-47d5-b8e3-7c5f04f5f9e5 · outbound

This paper cites Learning on gradients: Generalized artifacts representation for gan-generated images detection.

LLMs Are Not Yet Ready for Deepfake Image Detection Learning on gradients: Generalized artifacts representation for gan-generated images detection

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:30.626037Z

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.

Observation c0651b2e-a3cd-4d9a-a827-ddaf6f43c619 · outbound

This paper cites Ptd: Privacy-preserving human face processing framework using tensor decomposition.

LLMs Are Not Yet Ready for Deepfake Image Detection Ptd: Privacy-preserving human face processing framework using tensor decomposition

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:30.502834Z

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.

Observation 3ea2fcfd-c1c9-41b1-bf25-890452e986a6 · outbound

This paper cites Cored: Generalizing fake media detection with continual representation using distillation.

LLMs Are Not Yet Ready for Deepfake Image Detection Cored: Generalizing fake media detection with continual representation using distillation

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:30.298403Z

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.

Observation 2262b015-eaaf-402e-b87f-174f3c292db4 · outbound

This paper cites Fretal: Generalizing deepfake de- tection using knowledge distillation and representation learning.

LLMs Are Not Yet Ready for Deepfake Image Detection Fretal: Generalizing deepfake de- tection using knowledge distillation and representation learning

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:30.139850Z

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.

Observation ab79fe96-f26c-4013-964f-45220f9c35b9 · outbound

This paper cites Detecting both machine and human created fake face images in the wild.

LLMs Are Not Yet Ready for Deepfake Image Detection Detecting both machine and human created fake face images in the wild

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:29.993049Z

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.

Observation 185c6249-ab42-45a1-a447-7390b9102e9f · outbound

This paper cites Gan is a friend or foe?: a framework to detect various fake face images.

LLMs Are Not Yet Ready for Deepfake Image Detection Gan is a friend or foe?: a framework to detect various fake face images

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:29.825231Z

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.

Observation 937b0de3-27b7-4ea1-9f59-2980f829aca6 · outbound

This paper cites A Convolutional LSTM based Residual Network for Deepfake Video Detection.

LLMs Are Not Yet Ready for Deepfake Image Detection A Convolutional LSTM based Residual Network for Deepfake Video Detection

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T04:32:23.899685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05ee57fd-aed2-450f-aa98-d752459ec1d4 · outbound

This paper cites Method for performing continual learning using representation learning and apparatus thereof, July.

LLMs Are Not Yet Ready for Deepfake Image Detection Method for performing continual learning using representation learning and apparatus thereof, July

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:29.431032Z

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.

Observation d05e214f-5458-46a0-b9ea-8d28932d83a8 · outbound

This paper cites Faceforensics++: Learning to detect manipulated facial images.

LLMs Are Not Yet Ready for Deepfake Image Detection Faceforensics++: Learning to detect manipulated facial images

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T04:32:24.147748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72a4a22a-00fb-4a4e-bc0e-ce5525201662 · outbound

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

LLMs Are Not Yet Ready for Deepfake Image Detection The DeepFake Detection Challenge (DFDC) Dataset

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T04:32:24.210000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 465d4b17-9d24-4ac4-8ece-69e43e8cb129 · outbound

This paper cites Evaluation of an audio-video multimodal deepfake dataset using unimodal and multimodal detectors.

LLMs Are Not Yet Ready for Deepfake Image Detection Evaluation of an audio-video multimodal deepfake dataset using unimodal and multimodal detectors

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:28.920795Z

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.

Observation 26909760-4568-4a87-b21b-162a580ecf0b · outbound

This paper cites Fakeavceleb: A novel audio-video multimodal deepfake dataset.

LLMs Are Not Yet Ready for Deepfake Image Detection Fakeavceleb: A novel audio-video multimodal deepfake dataset

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:28.622741Z

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.

Observation 4da538ac-bdc2-4cbc-a995-0a90f3543938 · outbound

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

LLMs Are Not Yet Ready for Deepfake Image Detection Celeb-df: A large- scale challenging dataset for deepfake forensics

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:28.412595Z

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.

Observation ed46d027-4df9-44a6-be8c-23ef60c0c390 · outbound

This paper cites Le, Jiwon Kim, Simon S.

LLMs Are Not Yet Ready for Deepfake Image Detection Le, Jiwon Kim, Simon S

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:28.145136Z

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.

Observation f945e729-d658-4fea-be2c-4c206bf6422b · outbound

This paper cites Towards understanding of deepfake videos in the wild.

LLMs Are Not Yet Ready for Deepfake Image Detection Towards understanding of deepfake videos in the wild

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:27.907961Z

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.

Observation 0fb313cb-9b3d-4724-9908-91d664e7c9aa · outbound

This paper cites Why do facial deepfake detectors fail? InProceedings of the 2nd Workshop on Security Implications of Deepfakes and Cheapfakes, WDC ’23, page 24–28, New York, NY, USA, 2023.

LLMs Are Not Yet Ready for Deepfake Image Detection Why do facial deepfake detectors fail? InProceedings of the 2nd Workshop on Security Implications of Deepfakes and Cheapfakes, WDC ’23, page 24–28, New York, NY, USA, 2023

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:27.680313Z

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.

Observation 82867562-d023-495b-9f28-424397efa800 · outbound

This paper cites Woo, and Shahroz Tariq.

LLMs Are Not Yet Ready for Deepfake Image Detection Woo, and Shahroz Tariq

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:27.470911Z

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.

Observation ef39bb8f-a110-4869-b1a4-05c5d0b1c88c · outbound

This paper cites Woo, and Shahroz Tariq.

LLMs Are Not Yet Ready for Deepfake Image Detection Woo, and Shahroz Tariq

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:27.327116Z

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.

Observation 241d6679-3c86-4ba8-b557-66bbba1cf868 · outbound

This paper cites Chatgpt: A conversational ai model, 2023.

LLMs Are Not Yet Ready for Deepfake Image Detection Chatgpt: A conversational ai model, 2023

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:27.216342Z

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.

Observation 06405d73-178b-4129-8d68-8f0643b34c74 · outbound

This paper cites Gemini: Multimodal ai by google deepmind, 2023.

LLMs Are Not Yet Ready for Deepfake Image Detection Gemini: Multimodal ai by google deepmind, 2023

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:27.083506Z

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.

Observation 23fcc478-07f6-45f3-bdea-312e4c7cf65e · outbound

This paper cites Claude: Constitutional ai assistant, 2023.

LLMs Are Not Yet Ready for Deepfake Image Detection Claude: Constitutional ai assistant, 2023

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:26.972745Z

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.

Observation 71a3ebd9-615d-4566-ac00-1139f206b6bf · outbound

This paper cites Grok: Conversational ai by xai, 2023.

LLMs Are Not Yet Ready for Deepfake Image Detection Grok: Conversational ai by xai, 2023

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:26.896634Z

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.

Observation 3753b36c-73a0-4fb8-a874-ac8135401ad5 · outbound

This paper cites Flamingo: a visual language model for few-shot learning.Advances in neural Shahroz Tariq, David Nguyen, M.A.P.

LLMs Are Not Yet Ready for Deepfake Image Detection Flamingo: a visual language model for few-shot learning.Advances in neural Shahroz Tariq, David Nguyen, M.A.P

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:26.777699Z

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.

Observation 2ee725cf-5702-49d7-a76b-b122c51ba9a3 · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

LLMs Are Not Yet Ready for Deepfake Image Detection Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T04:32:25.232560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63e0b501-9567-4f46-bc13-e69e816f1a32 · outbound

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

LLMs Are Not Yet Ready for Deepfake Image Detection AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T04:32:25.312097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e60114e-a256-4e15-9965-efbdf65fe021 · outbound

This paper cites Can chatgpt detect deepfakes? a study of using multimodal large language models for media forensics.

LLMs Are Not Yet Ready for Deepfake Image Detection Can chatgpt detect deepfakes? a study of using multimodal large language models for media forensics

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:26.662824Z

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.

Observation 87576051-c288-4d70-8e51-c4ca8453a50e · outbound

This paper cites Can Multi-modal (reasoning) LLMs work as deepfake detectors?.

LLMs Are Not Yet Ready for Deepfake Image Detection Can Multi-modal (reasoning) LLMs work as deepfake detectors?

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T04:32:25.415369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21eb88c4-2b75-4dd9-80b7-dc33433f6025 · outbound

This paper cites The gan is dead; long live the gan! a modern gan baseline.Advances in Neural Information Processing Systems, 37:44177–44215, 2024.

LLMs Are Not Yet Ready for Deepfake Image Detection The gan is dead; long live the gan! a modern gan baseline.Advances in Neural Information Processing Systems, 37:44177–44215, 2024

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:26.562695Z

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.

Observation 0af91e14-d6c3-4c1f-8447-670f13d22d1e · outbound

This paper cites A2c: A modular multi-stage collaborative decision framework for human–ai teams.

LLMs Are Not Yet Ready for Deepfake Image Detection A2c: A modular multi-stage collaborative decision framework for human–ai teams

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:26.458253Z

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.

Observation 4003423e-03b9-4ec8-b6f0-2432bdf7f540 · outbound

This paper cites Towards a criteria-based approach to selecting human-AI interaction mode.

LLMs Are Not Yet Ready for Deepfake Image Detection Towards a criteria-based approach to selecting human-AI interaction mode

Reference 52

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:32:26.092349Z

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.

Observation 780956cd-3470-4b3a-a16d-c08f05dd6597 · outbound

This paper cites Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity.

LLMs Are Not Yet Ready for Deepfake Image Detection Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T04:32:25.700574Z

Source-reported events for the cited work

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Observation 568e76db-a616-4cf8-942c-ac94db4ad52e · outbound

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

LLMs Are Not Yet Ready for Deepfake Image Detection Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T04:32:25.805203Z

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Observation d0df8c5f-d00f-4346-b9ce-b6cdeb6f8452 · outbound

This paper cites Minigpt-4: Enhancing vision-language understanding with advanced large lan- guage models.

LLMs Are Not Yet Ready for Deepfake Image Detection Minigpt-4: Enhancing vision-language understanding with advanced large lan- guage models

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:26.307347Z

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.

Observation 0b485d12-0077-4209-b112-451a3fa2ceeb · outbound

This paper cites 18/092,590.

LLMs Are Not Yet Ready for Deepfake Image Detection 18/092,590

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:32:29.197750Z

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.

Pith citing papers

Observation a0bc6f27-2b13-41cd-963e-c9a9b79b107c · inbound

The Age of Sensorial Zero Trust: Why We Can No Longer Trust Our Senses cites this paper.

The Age of Sensorial Zero Trust: Why We Can No Longer Trust Our Senses LLMs Are Not Yet Ready for Deepfake Image Detection

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T21:08:54.359370Z

Source-reported events for the cited work

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Observation fe2e8c30-7841-40ba-802c-261fa120293d · inbound

On the Reliability of Vision-Language Models Under Adversarial Frequency-Domain Perturbations cites this paper.

On the Reliability of Vision-Language Models Under Adversarial Frequency-Domain Perturbations LLMs Are Not Yet Ready for Deepfake Image Detection

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T11:48:58.556863Z

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Observation 749ea955-b750-4e6a-8442-357fc33e1914 · inbound

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users cites this paper.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users LLMs Are Not Yet Ready for Deepfake Image Detection

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-05T22:03:46.345751Z

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Observation 9279e007-d57b-4c55-8dc9-e0f9c5451c40 · inbound

Trustworthy Image Authentication using Forensic Knowledge Graphs cites this paper.

Trustworthy Image Authentication using Forensic Knowledge Graphs LLMs Are Not Yet Ready for Deepfake Image Detection

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-07-04T10:39:45.173347Z

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.