Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T15:38:32.398123Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2512.16300.
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 2026-08-03T15:38:32.398123Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d027e04a-cbfb-4604-902d-09f60cc3586e · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection GPT-4 Technical Report
Reference 1
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Unavailable: canonical work link unavailable.
Observation 5f5845e4-1032-484a-ba95-6c2140a902cd · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Qwen2.5-VL Technical Report
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adfaed21-e162-4f46-9cd8-e02afaa3e43d · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection A deep learning approach to universal image manipulation detection using a new convolutional layer
Reference 3
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Unavailable: canonical work link unavailable.
Observation cc1a05ec-9e3c-4664-b3a9-6c41cb0ba795 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Unresolved cited work
Reference 4
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Observation a889f4d5-80cf-4135-b291-cc0b734c6f04 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Self-supervised learning of adversarial example: Towards good generalizations for deepfake detection
Reference 5
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Unavailable: canonical work link unavailable.
Observation a2452543-84d4-4721-a524-80427879ebc6 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Image manipulation detection by multi-view multi-scale supervision
Reference 6
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Unavailable: canonical work link unavailable.
Observation 4c5bf3b3-d322-40e4-a168-ef131b4da981 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Nanobanana.https://aistudio.google
Reference 7
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Unavailable: canonical work link unavailable.
Observation e5970704-739e-4ccb-9eb3-abc57613ac79 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 8
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Unavailable: canonical work link unavailable.
Observation 5467d650-0614-47ff-b306-31e18608e122 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Hierarchical fine-grained im- age forgery detection and localization
Reference 9
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Unavailable: canonical work link unavailable.
Observation 83bf9b1b-24a7-47f7-bc53-1111a8a34e38 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Visual program- ming: Compositional visual reasoning without training
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9427f095-ee85-42cb-bc06-5afcb12bda1a · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Sida: Social media image deepfake detection, localization and explanation with large multimodal model,
Reference 11
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Unavailable: canonical work link unavailable.
Observation f721daea-35ed-41b4-a7c3-054b49034026 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection So-Fake: Benchmarking and Explaining Social Media Image Forgery Detection
Reference 12
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Unavailable: canonical work link unavailable.
Observation 9c0a0d7f-b402-4632-9809-047c2042a786 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection OpenAI o1 System Card
Reference 13
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Unavailable: canonical work link unavailable.
Observation d4cf334a-a402-4928-901a-9cb4eb5f2e9c · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection LEGION: Learning to Ground and Explain for Synthetic Image Detection
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1e60d22-fee8-48e2-9493-6aab54319611 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection A style-based generator architecture for generative adversarial networks
Reference 15
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Unavailable: canonical work link unavailable.
Observation d0ee4952-cf46-41b5-95de-fbac67103a89 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Flux.https://github.com/ black-forest-labs/flux, 2024
Reference 16
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Unavailable: canonical work link unavailable.
Observation 2071e309-911d-41ff-96c9-109cbec6ea45 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Fakescope: Large multimodal expert model for transparent ai-generated image forensics
Reference 17
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Unavailable: canonical work link unavailable.
Observation 53b3b0e4-7828-4b64-924d-ed6fc0280f6b · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Microsoft coco: Common objects in context
Reference 18
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Unavailable: canonical work link unavailable.
Observation 0e65d4a4-d5db-45cf-8b4f-cc2e70b19e99 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Forgery-aware adaptive transformer for generalizable synthetic image detection
Reference 19
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Unavailable: canonical work link unavailable.
Observation 4b6a7c86-d011-4e87-b282-0ab0892269d2 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection ForgeryGPT: A Multimodal LLM for Interpretable Image Forgery Detection and Localization
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32455aec-3231-4314-97be-d2455392be7a · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Unresolved cited work
Reference 21
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Unavailable: canonical work link unavailable.
Observation 2525a52f-b6e8-40ab-afff-3cafdedbf85a · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Visual Agentic Reinforcement Fine-Tuning
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6fd77e2-e4f7-400d-a27c-0662ed08e033 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Gener- alizing face forgery detection with high-frequency features
Reference 23
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Unavailable: canonical work link unavailable.
Observation e306bd8c-8f7f-42dd-b43d-0c1dd52e6cdd · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Midourney.https://www.midjourney
Reference 24
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Unavailable: canonical work link unavailable.
Observation e71c8d5c-69b6-4eeb-b179-d04b47c2560b · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Towards uni- versal fake image detectors that generalize across generative models
Reference 25
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Unavailable: canonical work link unavailable.
Observation d923bd22-ce6c-47f7-80cd-23fdb02ae980 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection DALL·E 3.https://openai.com/dall-e,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0edfb18-3d24-41b7-b4f6-f414748a5125 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Introducing gpt-4.1.https://openai.com/ index/gpt-4-1/, 2025
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e8f1e86-5523-4619-ab15-d8d999c0a8d4 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Introducing gpt-5.https://openai.com/ introducing- gpt- 5/, 2025
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46ac0247-6c9d-43de-8e22-bf5b45e50f0e · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection SDXL: improving latent diffusion mod- els for high-resolution image synthesis
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce93115c-5150-42f7-b620-42b18d965a6e · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Exposing digital forgeries by detecting traces of resampling.IEEE Transactions on sig- nal processing, 53(2):758–767, 2005
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1bed6a0-899c-43e8-9c75-988309f30995 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection A principled design of image representation: Towards forensic tasks.IEEE Transactions on Pattern Anal- ysis and Machine Intelligence, 45(5):5337–5354, 2022
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3257831c-6859-499b-b04a-94b153c666de · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Fully unsupervised deepfake video detec- tion via enhanced contrastive learning.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024
Reference 32
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Unavailable: canonical work link unavailable.
Observation 0aa057c4-4f18-4205-9080-bf1070bce450 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection To- wards jpeg-resistant image forgery detection and localization via self-supervised domain adaptation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022
Reference 33
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Unavailable: canonical work link unavailable.
Observation d92dc47e-cb38-40c7-bde0-53c012fb6d4e · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Detecting and grounding multi-modal media manip- ulation and beyond.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024
Reference 34
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Unavailable: canonical work link unavailable.
Observation d949eceb-d94e-4043-b655-c4fee32534d6 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning
Reference 35
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Unavailable: canonical work link unavailable.
Observation b4995df2-f355-40b3-9aa1-2542ba9e19c2 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Vipergpt: Visual inference via python execution for reasoning
Reference 36
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Unavailable: canonical work link unavailable.
Observation 652b7596-c164-4e5d-a43f-9925fae25ed3 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Learning on gradients: Generalized arti- facts representation for gan-generated images detection
Reference 37
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Unavailable: canonical work link unavailable.
Observation 5bb8c3de-618e-4ca2-8654-efa64fa8261e · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Frequency-aware deepfake de- tection: Improving generalizability through frequency space domain learning
Reference 38
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Unavailable: canonical work link unavailable.
Observation a7f14b2e-60c9-4cff-8119-7072dcb4002b · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Gemini: A Family of Highly Capable Multimodal Models
Reference 39
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Unavailable: canonical work link unavailable.
Observation da6d4b81-95fe-444e-9085-299403a1f38e · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Qvq: To see the world with wisdom, 2024
Reference 40
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Unavailable: canonical work link unavailable.
Observation c8eda959-ef11-4499-bf8a-dcfae3f35bab · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Ob- jectformer for image manipulation detection and localiza- tion
Reference 41
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Unavailable: canonical work link unavailable.
Observation 875265d7-9768-43ae-9ffd-bd49ea78da35 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization
Reference 42
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Unavailable: canonical work link unavailable.
Observation 78f74e7d-d72c-4b96-af79-afa2df29ed41 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection MetaTool: Facilitating Large Language Models to Master Tools with Meta-task Augmentation
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e267193-04b8-4ad3-9a74-e2dbcedcbd85 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Qwen-Image Technical Report
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40229aa5-ae22-4a86-b203-555955a0d677 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Fakeshield: Explainable image forgery detection and localization via multi-modal large lan- guage models
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96cb23ad-83c7-4a45-98e3-732329730044 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection A Survey on Multimodal Large Language Models
Reference 46
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Unavailable: canonical work link unavailable.
Observation dc70b9ee-78f1-4179-916d-e7e57361a63a · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Prnu- based image forgery localization with deep multi-scale fu- sion.ACM Transactions on Multimedia Computing, Com- munications and Applications, 19(2):1–20, 2023
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cc48926-0519-48e6-b7a4-613fc2127228 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Common sense reasoning for deepfake de- tection
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6390c02-024f-4951-900c-3745f142cba6 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection PyVision: Agentic Vision with Dynamic Tooling
Reference 49
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Unavailable: canonical work link unavailable.
Observation 881e86b9-8c0e-4406-a498-255594afd0d5 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ca71c34-ac5d-4c49-8b92-f9c78cb38b6c · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Reinforced Visual Perception with Tools
Reference 51
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Unavailable: canonical work link unavailable.
Observation fd5df040-40af-4ec5-8adf-dce95020b276 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Reference 52
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Unavailable: canonical work link unavailable.
Observation cdd02f7d-e1e2-4c0b-9c6a-c50a1b51ace5 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection An Intelligent Agentic System for Complex Image Restoration Problems
Reference 53
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Unavailable: canonical work link unavailable.
Observation ee40057b-f791-4d14-a251-2d76aa9f2500 · outbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection Face forgery de- tection by 3d decomposition and composition search.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(7):8342–8357, 2023
Reference 54
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Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.