Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:32:59.902041Z
Paper Citation Record · LEDGER
As of 9 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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:32:59.902041Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T14:42:14.399692Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T13:09:51.414826Z
100 of 109 outbound references displayed
External citation measurements
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Observation bf18de45-b5c9-4c1c-8199-5dcb47548cb6 · outbound
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models GPT-4 Technical Report
Reference 1
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Llama 3 model card
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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
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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
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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
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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
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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
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Observation a8846ba0-0a23-42c0-bc19-cb3e9cd1392e · outbound
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
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Observation 09981557-512c-477c-be74-e905c3f284f3 · outbound
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Textdiffuser: Diffusion models as text painters
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Observation af90fba2-33cc-4c1a-bd60-a85a00ec8228 · outbound
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
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Observation 775353a2-cf17-42df-b5a0-dd88d20214c4 · outbound
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
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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
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Observation d2f9eae6-8744-4b8d-9f39-89203f394c51 · outbound
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
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Observation 2ee08d7c-7c20-4644-93ff-6c2fb13d2190 · outbound
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
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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
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Observation 253b277c-0c2b-4646-bec1-829054648f76 · outbound
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
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Observation dc8f6aba-06a3-4cab-988d-8b978ed2ea57 · outbound
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
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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
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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,
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Diffusion models beat gans on image synthesis
Reference 21
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Scaling rectified flow transformers for high-resolution image synthesis
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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
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Observation 9b83f890-8cab-4bc3-bd4c-b57ea099b6f8 · outbound
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Leveraging frequency analysis for deep fake image recognition
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Observation 59c21f27-ac6a-4f6c-adb4-e4c6183e545a · outbound
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Rich models for steganal- ysis of digital images
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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
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Observation c4aa0a5a-671b-4923-b42e-3548a0aa927a · outbound
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Generative adversarial nets
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Observation ff9f7c27-7208-4d51-82f7-f3a49ec50a33 · outbound
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
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Observation c9fe9f35-c17c-437b-bcc7-34b0940853b5 · outbound
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
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Observation 6fc2b604-70b8-412b-84c0-f25953950fc0 · outbound
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
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Observation 16d2975c-2f59-4c49-89f9-a5ea769a9cf2 · outbound
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models LoRA: Low-Rank Adaptation of Large Language Models
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Observation 0a0d4f9b-6bd4-4a23-bb23-ca640ff6e814 · outbound
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
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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
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Observation 43cbb4e5-1ff3-41ba-a220-22d7ae004327 · outbound
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models GPT-4o System Card
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Observation 428e9d3f-54c9-4946-b907-c2918ea52b7b · outbound
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
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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
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Observation 3e98058d-6ce9-436d-96a1-d14afec93561 · outbound
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models How to Distinguish AI-Generated Images from Authentic Photographs
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Characterizing Photorealism and Artifacts in Diffusion Model-Generated Images
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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
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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
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models A style-based generator architecture for generative adversarial networks
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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
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Segment any- thing
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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
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models TruthLens: Visual Grounding for Universal DeepFake Reasoning
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Gonzalez, Hao Zhang, and Ion Stoica
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Quality-agnostic deepfake detection with intra-model collaborative learning
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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
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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
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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
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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
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Microsoft coco: Common objects in context
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Forgery-aware adaptive transformer for generalizable synthetic image detection
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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
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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
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Pixtral large
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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
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models TextSleuth: Towards Explainable Tampered Text Detection
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AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models Towards the Detection of Diffusion Model Deepfakes
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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
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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
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