Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:32:25.888929Z
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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T21:08:54.359370Z
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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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
Unavailable: canonical work link unavailable.
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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
Unavailable: canonical work link unavailable.
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-07T06:34:17.273281+00:00.