Paper Citation Record · LEDGER

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

As of 10 August 2026, this Paper Citation Record lists 100 of 109 outbound references and 14 inbound Pith citation observations for arXiv:2507.02664.

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

pith.paper-citation-record.v1
2507.02664 v2

Coverage vector

measured 100 of 109 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:32:59.902041Z

measured 114 of 114 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T14:42:14.399692Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:09:51.414826Z

Reference resolution

100 of 109 outbound references displayed

verified exact3
verified fuzzy23
unresolved74
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bf18de45-b5c9-4c1c-8199-5dcb47548cb6 · outbound

This paper cites GPT-4 Technical Report.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.573870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24dc84c7-df66-41ac-bd29-34820d952a00 · outbound

This paper cites Llama 3 model card.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Llama 3 model card

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.578009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 162de45e-5a5c-4ab0-9d52-24267c4d407d · outbound

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Meteor: An automatic metric for mt evaluation with improved correlation with human judgments

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.581793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfba07a0-821b-4c49-95e6-71f22ff0651d · outbound

This paper cites an unresolved cited work.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.585070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62937a4d-2bd7-419b-8ebf-0be5525f27e2 · outbound

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.588251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38b2d0f9-4ff5-45f0-bf37-62620c07583e · outbound

This paper cites Drct: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Drct: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.591831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fba692d6-aa99-4a80-8d68-4f7aac894ecf · outbound

This paper cites DRCT: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models DRCT: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.595207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e784e9d2-522e-41b0-997e-f447d06b9fb5 · outbound

This paper cites Mllm-as-a-judge: Assessing multimodal llm-as-a-judge with vision-language benchmark.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Mllm-as-a-judge: Assessing multimodal llm-as-a-judge with vision-language benchmark

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.598533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8846ba0-0a23-42c0-bc19-cb3e9cd1392e · outbound

This paper cites Pixart- σ : Weak-to-strong training of diffusion transformer for 4k text-to-image generation, 2024.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Pixart- σ : Weak-to-strong training of diffusion transformer for 4k text-to-image generation, 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.601951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09981557-512c-477c-be74-e905c3f284f3 · outbound

This paper cites Textdiffuser: Diffusion models as text painters.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Textdiffuser: Diffusion models as text painters

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.605398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af90fba2-33cc-4c1a-bd60-a85a00ec8228 · outbound

This paper cites Diffusionfake: En- hancing generalization in deepfake detection via guided sta- ble diffusion.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Diffusionfake: En- hancing generalization in deepfake detection via guided sta- ble diffusion

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.608465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 775353a2-cf17-42df-b5a0-dd88d20214c4 · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.611645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3719b7d-9473-4744-a02a-16cb6fd44af5 · outbound

This paper cites X2-DFD: A framework for eXplainable and eXtendable Deepfake Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models X2-DFD: A framework for eXplainable and eXtendable Deepfake Detection

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.615052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2f9eae6-8744-4b8d-9f39-89203f394c51 · outbound

This paper cites DiffusionFace: Towards a Comprehensive Dataset for Diffusion-Based Face Forgery Analysis.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models DiffusionFace: Towards a Comprehensive Dataset for Diffusion-Based Face Forgery Analysis

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.618501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ee08d7c-7c20-4644-93ff-6c2fb13d2190 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.621908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90a84e48-dd61-4f43-b121-32097f98daff · outbound

This paper cites How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.625282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 253b277c-0c2b-4646-bec1-829054648f76 · outbound

This paper cites Chatbot arena: An open platform for evaluating llms by human preference.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Chatbot arena: An open platform for evaluating llms by human preference

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.628963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc8f6aba-06a3-4cab-988d-8b978ed2ea57 · outbound

This paper cites Raising the bar of ai-generated image detection with clip.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Raising the bar of ai-generated image detection with clip

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.632099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0947bf08-dec3-4833-9929-4e0dd35d8078 · outbound

This paper cites InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.635304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24c4ce53-a6e1-470f-88bf-912f4cbfc342 · outbound

This paper cites Instructblip: Towards general- purpose vision-language models with instruction tuning,.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Instructblip: Towards general- purpose vision-language models with instruction tuning,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.638883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2af373f-17fe-4771-8d81-24b3077be257 · outbound

This paper cites Diffusion models beat gans on image synthesis.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Diffusion models beat gans on image synthesis

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.642050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 205ee1f5-cc9f-44ef-b424-5c9de0b1440d · outbound

This paper cites Scaling rectified flow transformers for high-resolution image synthesis.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Scaling rectified flow transformers for high-resolution image synthesis

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.644968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70009202-5096-40cf-932b-6593bda404ff · outbound

This paper cites Humanrefiner: Benchmarking abnormal human generation and refining with coarse-to-fine pose-reversible guidance.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Humanrefiner: Benchmarking abnormal human generation and refining with coarse-to-fine pose-reversible guidance

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.648545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b83f890-8cab-4bc3-bd4c-b57ea099b6f8 · outbound

This paper cites Leveraging frequency analysis for deep fake image recognition.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Leveraging frequency analysis for deep fake image recognition

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.651598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59c21f27-ac6a-4f6c-adb4-e4c6183e545a · outbound

This paper cites Rich models for steganal- ysis of digital images.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Rich models for steganal- ysis of digital images

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.654970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba2461e4-cd1c-4b4a-9292-c133b1004b66 · outbound

This paper cites Commonsense-T2I Challenge: Can Text-to-Image Generation Models Understand Commonsense?.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Commonsense-T2I Challenge: Can Text-to-Image Generation Models Understand Commonsense?

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.658017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4aa0a5a-671b-4923-b42e-3548a0aa927a · outbound

This paper cites Generative adversarial nets.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Generative adversarial nets

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.661293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff9f7c27-7208-4d51-82f7-f3a49ec50a33 · outbound

This paper cites Rethinking vision-language model in face forensics: Multi-modal interpretable forged face detector.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Rethinking vision-language model in face forensics: Multi-modal interpretable forged face detector

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.664131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9fe9f35-c17c-437b-bcc7-34b0940853b5 · outbound

This paper cites Infinity: Scaling bitwise autoregressive modeling for high-resolution image synthesis, 2024.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Infinity: Scaling bitwise autoregressive modeling for high-resolution image synthesis, 2024

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.667178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fc2b604-70b8-412b-84c0-f25953950fc0 · outbound

This paper cites WildFake: A Large-scale Challenging Dataset for AI-Generated Images Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models WildFake: A Large-scale Challenging Dataset for AI-Generated Images Detection

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.670390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16d2975c-2f59-4c49-89f9-a5ea769a9cf2 · outbound

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.673870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a0d4f9b-6bd4-4a23-bb23-ca640ff6e814 · outbound

This paper cites SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.677565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb244630-5c76-459a-ae57-2792eebd0114 · outbound

This paper cites FFAA: Multimodal Large Language Model based Explainable Open-World Face Forgery Analysis Assistant.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models FFAA: Multimodal Large Language Model based Explainable Open-World Face Forgery Analysis Assistant

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.681512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43cbb4e5-1ff3-41ba-a220-22d7ae004327 · outbound

This paper cites GPT-4o System Card.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models GPT-4o System Card

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.685883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 428e9d3f-54c9-4946-b907-c2918ea52b7b · outbound

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Can chatgpt detect deepfakes? a study of using multimodal large language models for media forensics

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.689148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cf21fe3-f83f-4a54-a47c-30ef19bdfccd · outbound

This paper cites Mistral 7B.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Mistral 7B

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.692101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d442126f-5c1a-41b8-b5c7-7277343f45db · outbound

This paper cites Fusing global and local features for gen- eralized ai-synthesized image detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Fusing global and local features for gen- eralized ai-synthesized image detection

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.695260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e98058d-6ce9-436d-96a1-d14afec93561 · outbound

This paper cites How to Distinguish AI-Generated Images from Authentic Photographs.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models How to Distinguish AI-Generated Images from Authentic Photographs

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.698262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ca5957d-38b1-484b-9a27-6ce0e50ae895 · outbound

This paper cites Characterizing Photorealism and Artifacts in Diffusion Model-Generated Images.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Characterizing Photorealism and Artifacts in Diffusion Model-Generated Images

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.701474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08d60ac3-1c67-41e7-920d-3382ada4a436 · outbound

This paper cites LEGION: Learning to Ground and Explain for Synthetic Image Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models LEGION: Learning to Ground and Explain for Synthetic Image Detection

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.704798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5840a65-9461-4661-a47e-dfb89c6ce056 · outbound

This paper cites Progressive Growing of GANs for Improved Quality, Stability, and Variation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Progressive Growing of GANs for Improved Quality, Stability, and Variation

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.708504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8904857-31c4-4fbc-a38c-dd04b94cb28c · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models A style-based generator architecture for generative adversarial networks

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.711803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ec78d96-bc70-475c-b31d-992dade3de7c · outbound

This paper cites Bi-LORA: A Vision-Language Approach for Synthetic Image Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Bi-LORA: A Vision-Language Approach for Synthetic Image Detection

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:33:00.572913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 15790d8d-a759-45da-af88-2557723479da · outbound

This paper cites Segment any- thing.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Segment any- thing

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.718441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a6243fc-f494-4e64-8db9-e426794e2031 · outbound

This paper cites Leveraging rep- resentations from intermediate encoder-blocks for synthetic image detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Leveraging rep- resentations from intermediate encoder-blocks for synthetic image detection

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.721368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 237b939b-fafc-4d0f-ab1f-857659f14ba9 · outbound

This paper cites TruthLens: Visual Grounding for Universal DeepFake Reasoning.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models TruthLens: Visual Grounding for Universal DeepFake Reasoning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.724346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0caa36ec-13ad-4b7f-b4fa-7ec493d05fc0 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Gonzalez, Hao Zhang, and Ion Stoica

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.727650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 235b17dd-e4a5-4369-86ea-b2ed15da53c2 · outbound

This paper cites Quality-agnostic deepfake detection with intra-model collaborative learning.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Quality-agnostic deepfake detection with intra-model collaborative learning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.731400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9254fb3b-d578-4edd-99a9-f7e9182709e2 · outbound

This paper cites ForgeryGPT: A Multimodal LLM for Interpretable Image Forgery Detection and Localization.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models ForgeryGPT: A Multimodal LLM for Interpretable Image Forgery Detection and Localization

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.734994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ba93730-4209-44c3-b7ef-2653c7ddd834 · outbound

This paper cites Improving Synthetic Image Detection Towards Generalization: An Image Transformation Perspective.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Improving Synthetic Image Detection Towards Generalization: An Image Transformation Perspective

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.738700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee9525fc-0118-44bb-b92e-196f41600804 · outbound

This paper cites FakeBench: Probing Explainable Fake Image Detection via Large Multimodal Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models FakeBench: Probing Explainable Fake Image Detection via Large Multimodal Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.741798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5af2d433-2746-482c-9cb3-b157c4c82e6c · outbound

This paper cites Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.744923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0313932-c95c-45ff-9308-5c20c023154e · outbound

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Rouge: A package for automatic evaluation of summaries

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.748485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6675cbb-1d59-46ce-b472-7970de119378 · outbound

This paper cites Microsoft coco: Common objects in context.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Microsoft coco: Common objects in context

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.751370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfdf9b51-a4f3-4b77-83d7-37ca3b5ab571 · outbound

This paper cites DeepSeek-V3 Technical Report.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models DeepSeek-V3 Technical Report

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.754137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f560e15e-156a-4259-b054-2f17e8b36cf9 · outbound

This paper cites Detecting generated images by real images.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Detecting generated images by real images

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.167545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 31aa60ca-45b8-4db6-a315-505e0635efa9 · outbound

This paper cites Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:33:00.492836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9998f32f-a3a3-4e75-9201-6dd2d24227e3 · outbound

This paper cites Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.156722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0d6d297b-15c0-4ddc-b503-224c677cd394 · outbound

This paper cites Visual instruction tuning.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Visual instruction tuning

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.146079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b3cfb5f5-4bde-4019-bf56-943a14e4438d · outbound

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Forgery-aware adaptive transformer for generalizable synthetic image detection

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.135531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7451c2d2-ec02-45e3-a76c-50aa0cabaad1 · outbound

This paper cites Lareˆ 2: Latent reconstruction error based method for diffusion-generated image detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Lareˆ 2: Latent reconstruction error based method for diffusion-generated image detection

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.123713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 359f02be-c6c2-47a8-bead-1c7c0d943920 · outbound

This paper cites PhyBench: A Physical Commonsense Benchmark for Evaluating Text-to-Image Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models PhyBench: A Physical Commonsense Benchmark for Evaluating Text-to-Image Models

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.775335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3851425-54f6-4a7d-b536-5296419f5bae · outbound

This paper cites Pixtral large.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Pixtral large

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.111911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 103f23d5-53ec-4a65-9423-3b04fbbdff87 · outbound

This paper cites Towards uni- versal fake image detectors that generalize across generative models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Towards uni- versal fake image detectors that generalize across generative models

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.101917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 33b8d622-6547-4c37-acbd-fe46a74882e4 · outbound

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Bleu: a method for automatic evaluation of machine translation

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.785036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5760a12c-3724-4208-bac8-4effde0fe299 · outbound

This paper cites MLLM-Enhanced Face Forgery Detection: A Vision-Language Fusion Solution.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models MLLM-Enhanced Face Forgery Detection: A Vision-Language Fusion Solution

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.788697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 763a2d9b-7ac8-42e0-8dcf-11e977c22615 · outbound

This paper cites TextSleuth: Towards Explainable Tampered Text Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models TextSleuth: Towards Explainable Tampered Text Detection

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.792302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a229feac-c959-4a24-b6c6-bb02a0d497de · outbound

This paper cites Learn- ing transferable visual models from natural language super- vision.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Learn- ing transferable visual models from natural language super- vision

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.084693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c3f26e67-5fcd-42b6-bd5f-8a5d34a83d03 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Direct preference optimization: Your language model is secretly a reward model

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.074937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f6ac9256-87de-46f6-b910-57c11a07fcdb · outbound

This paper cites Towards the Detection of Diffusion Model Deepfakes.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Towards the Detection of Diffusion Model Deepfakes

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.801516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4353b18f-eb95-4c04-9b71-9405f8892941 · outbound

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models High-resolution image synthesis with latent diffusion models

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.804848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a9eca91-bf23-4d25-a0a5-f6561b37f845 · outbound

This paper cites Forsyth, and Anand Bhattad.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Forsyth, and Anand Bhattad

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.059560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bc0b7c4f-02be-4255-b10d-948078d48ed0 · outbound

This paper cites DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.811059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93253187-7552-4283-a9cf-21c80c7b187c · outbound

This paper cites On learn- ing multi-modal forgery representation for diffusion gener- ated video detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models On learn- ing multi-modal forgery representation for diffusion gener- ated video detection

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.050447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation af340e18-710b-4cee-95e7-bce3f0a769ba · outbound

This paper cites Domain general face forgery detection by learning to weight.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Domain general face forgery detection by learning to weight

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.041312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 262edbe9-792b-4716-b717-65b780e46b99 · outbound

This paper cites An information theoretic approach for attention-driven face forgery detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models An information theoretic approach for attention-driven face forgery detection

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.031892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1c8a4c04-533e-45fb-9421-5a1056aa956f · outbound

This paper cites Dual contrastive learning for general face forgery detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Dual contrastive learning for general face forgery detection

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.022964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e689e653-d150-4ac3-bb89-9b46da03a1c4 · outbound

This paper cites Continual face forgery detection via historical distribution preserving.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Continual face forgery detection via historical distribution preserving

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.012965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 86bff1e5-b6d8-4484-a2ab-bc93aff45cd5 · outbound

This paper cites Towards gen- eral visual-linguistic face forgery detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Towards gen- eral visual-linguistic face forgery detection

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:01.002434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9180ea56-d09b-402b-8583-4fbefa1375ee · outbound

This paper cites Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.835972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ffc4d4a-5dc9-4669-b868-2b2a8b0bafba · outbound

This paper cites Forgerysleuth: Em- powering multimodal large language models for image ma- nipulation detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Forgerysleuth: Em- powering multimodal large language models for image ma- nipulation detection

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.839374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b779937-6a21-497d-a00a-165b8450b0c3 · outbound

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Learning on gradients: Generalized ar- tifacts representation for gan-generated images detection

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:00.992655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1d509aa4-09b9-4252-869a-ab0927ab1a55 · outbound

This paper cites Rethinking the up-sampling operations in cnn-based generative network for generaliz- able deepfake detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Rethinking the up-sampling operations in cnn-based generative network for generaliz- able deepfake detection

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:00.982916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 87712d91-621b-4cdc-9de0-5421d67aa766 · outbound

This paper cites Visual autoregressive modeling: Scalable image generation via next-scale prediction.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Visual autoregressive modeling: Scalable image generation via next-scale prediction

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:00.973050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c331c4ef-5f0d-4885-8015-dc306921171d · outbound

This paper cites Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.851177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 288e8920-6de6-4f12-9350-0fc47387d92c · outbound

This paper cites Cider: Consensus-based image description eval- uation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Cider: Consensus-based image description eval- uation

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:00.963028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ba473801-4117-4cf4-8b04-659cb258ef77 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.858177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ea7777c-ff1c-471b-b371-895b3d6027b1 · outbound

This paper cites Cnn-generated images are surprisingly easy to spot...for now.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Cnn-generated images are surprisingly easy to spot...for now

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:00.846959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 356001e0-3719-422f-83ba-d0e37f2e91b0 · outbound

This paper cites Cnn-generated images are surprisingly easy to spot.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Cnn-generated images are surprisingly easy to spot

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:00.837316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bb08f85e-747f-40b4-9bad-c66492e076a3 · outbound

This paper cites CogVLM: Visual Expert for Pretrained Language Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models CogVLM: Visual Expert for Pretrained Language Models

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.868555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a546b1dc-21fd-47c1-a582-36e640c72017 · outbound

This paper cites Dire for diffusion-generated image detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Dire for diffusion-generated image detection

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:33:00.826604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ba0d9275-e4bb-4158-b2f9-2ca8fd01cd01 · outbound

This paper cites Spot the fake: Large multimodal model-based synthetic image detection with artifact explanation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Spot the fake: Large multimodal model-based synthetic image detection with artifact explanation

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.875201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72a52d92-8a8e-455b-9313-5330184df741 · outbound

This paper cites Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.878311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fead64d-dbc4-4359-9ee6-64e76241c392 · outbound

This paper cites Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.881643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32dcce6b-f9b7-4476-8f52-d18f6030c0db · outbound

This paper cites Generalizable Synthetic Image Detection via Language-guided Contrastive Learning.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Generalizable Synthetic Image Detection via Language-guided Contrastive Learning

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.884961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1af30db1-49b8-4051-a307-80a1b7486826 · outbound

This paper cites Show-o: One Single Transformer to Unify Multimodal Understanding and Generation.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.888709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d88d57a-974c-4bdd-a4f7-dc141395ceb4 · outbound

This paper cites FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.892241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 247e88b8-b63c-4fa0-bc0b-617df9dc5b87 · outbound

This paper cites A Sanity Check for AI-generated Image Detection.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models A Sanity Check for AI-generated Image Detection

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.895700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ae1b896-d112-441f-87ce-11e16dd70ec1 · outbound

This paper cites HEIE: MLLM-Based Hierarchical Explainable AIGC Image Implausibility Evaluator.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models HEIE: MLLM-Based Hierarchical Explainable AIGC Image Implausibility Evaluator

Reference 99

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:33:00.161053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ddfbbf04-9097-4eec-acfd-d9fcb6ce32d4 · outbound

This paper cites LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-06T20:32:59.902041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation cf77b0b1-0b64-4414-9adf-d433445025e4 · inbound

HunyuanImage 3.0 Technical Report cites this paper.

HunyuanImage 3.0 Technical Report AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-16T02:02:32.882486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 717419ce-fb9a-4cd0-aee4-7922a2de0c3e · inbound

HunyuanImage 3.0 Technical Report cites this paper.

HunyuanImage 3.0 Technical Report AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T14:42:14.399692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22f248dc-3206-448a-94ec-43a694ccbc0f · inbound

From Evidence to Verdict: An Agent-Based Forensic Framework for AI-Generated Image Detection cites this paper.

From Evidence to Verdict: An Agent-Based Forensic Framework for AI-Generated Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-18T02:05:38.971627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 32efcb18-ae33-4740-ba80-fd7dbaf002ad · inbound

Simplicity Prevails: The Emergence of Generalizable AIGI Detection in Visual Foundation Models cites this paper.

Simplicity Prevails: The Emergence of Generalizable AIGI Detection in Visual Foundation Models AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-16T08:40:46.275871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1c90226d-7d59-4714-820d-736e88d06853 · inbound

AgentFoX: LLM Agent-Guided Fusion with eXplainability for AI-Generated Image Detection cites this paper.

AgentFoX: LLM Agent-Guided Fusion with eXplainability for AI-Generated Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-13T19:51:45.257204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f31db478-16d8-49ea-8974-78a9083c3e72 · inbound

Combating Pattern and Content Bias: Adversarial Feature Learning for Generalized AI-Generated Image Detection cites this paper.

Combating Pattern and Content Bias: Adversarial Feature Learning for Generalized AI-Generated Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:21:00.844239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cbd7adff-412a-4626-9c58-005925ad1bec · inbound

DVAR: Adversarial Multi-Agent Debate for Video Authenticity Detection cites this paper.

DVAR: Adversarial Multi-Agent Debate for Video Authenticity Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-10T07:52:13.639002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 49f413dc-93e3-429a-ac94-460ba94dcb91 · inbound

UniGenDet: A Unified Generative-Discriminative Framework for Co-Evolutionary Image Generation and Generated Image Detection cites this paper.

UniGenDet: A Unified Generative-Discriminative Framework for Co-Evolutionary Image Generation and Generated Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-05-09T22:44:15.275289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 00a6b45b-8045-473b-9da0-1b97f5ff62b5 · inbound

HiMix: Hierarchical Artifact-aware Mixup for Generalized Synthetic Image Detection cites this paper.

HiMix: Hierarchical Artifact-aware Mixup for Generalized Synthetic Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:11:27.955386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 352d11e6-59ea-4abc-95b4-a13070f211d5 · inbound

ReAlign: Generalizable Image Forgery Detection via Reasoning-Aligned Representation cites this paper.

ReAlign: Generalizable Image Forgery Detection via Reasoning-Aligned Representation AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 73

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:33:42.103759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 55c8399d-5fa3-469c-b04c-3efc89764c06 · inbound

HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection cites this paper.

HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:53:51.103256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f1fda93a-867c-472a-b6b1-6c3bc088dda5 · inbound

SSAFE: Simple and Strong AI-Generated Image Detection via Frozen Vision Encoders cites this paper.

SSAFE: Simple and Strong AI-Generated Image Detection via Frozen Vision Encoders AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:37:26.083247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9e3eeb88-e730-45fb-87d8-bbdcb19f0a1b · inbound

Perception, Verdict, and Evolution: Hindsight-Driven Self-Refining Forensics Agent for AI-Generated Image Detection cites this paper.

Perception, Verdict, and Evolution: Hindsight-Driven Self-Refining Forensics Agent for AI-Generated Image Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-04T13:09:51.416394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8a145448-fa20-439a-878e-5518dca59064 · inbound

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection cites this paper.

XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T01:35:43.979206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.