Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection | Paper Citation Record

Observation a8ea8546-602f-4eea-8847-1d5bfe931a7a · outbound

This paper cites Aigi-holmes: Towards explainable and generalizable ai-generated image detection via multimodal large language models,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Aigi-holmes: Towards explainable and generalizable ai-generated image detection via multimodal large language models,

Reference 1

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Observation 8c9dfee5-49c3-4e8c-9076-a6eb4094c2ca · outbound

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

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Spot the fake: Large multimodal model-based synthetic image detection with artifact explanation,

Reference 2

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Observation 054aa817-62c2-4469-afed-4174ec4a76bd · outbound

This paper cites Veritas: Generalizable deepfake detection via pattern-aware reasoning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Veritas: Generalizable deepfake detection via pattern-aware reasoning,

Reference 3

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Observation 192faf92-9935-494d-87f6-a4f2ab1c1996 · outbound

This paper cites Towards universal fake image detec- tors that generalize across generative models,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Towards universal fake image detec- tors that generalize across generative models,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.627878Z

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Observation 0972d8b6-c8d5-4d29-8ea9-2c0e0337bc45 · outbound

This paper cites Orthogonal subspace decomposition for generalizable ai-generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Orthogonal subspace decomposition for generalizable ai-generated image detection,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.642572Z

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Observation 7a306b01-2c1e-4276-a2b5-c0ae5b4da4a5 · outbound

This paper cites Dual data alignment makes AI-generated image detector easier generalizable,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Dual data alignment makes AI-generated image detector easier generalizable,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.661702Z

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Observation 439e77e8-8a4d-487c-b140-d0365f94771b · outbound

This paper cites Fakexplain: Ai-generated image detection via human-aligned grounded reasoning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Fakexplain: Ai-generated image detection via human-aligned grounded reasoning,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.690617Z

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Observation 408a7d0d-e6f0-4389-a834-ee89026becef · outbound

This paper cites Fakeshield: Explainable image forgery detection and localization via multi-modal large language models,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Fakeshield: Explainable image forgery detection and localization via multi-modal large language models,

Reference 8

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Observation 64182874-438a-43ca-a43a-8d8d6a409c38 · outbound

This paper cites Sida: Social media image deepfake detection, localization and explanation with large multimodal model,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Sida: Social media image deepfake detection, localization and explanation with large multimodal model,

Reference 9

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Observation 7357bbbc-bba8-4817-b7c9-0c680fac6f9a · outbound

This paper cites Legion: Learning to ground and explain for synthetic image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Legion: Learning to ground and explain for synthetic image detection,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.734880Z

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Observation dea77840-7beb-4603-a65d-9d49aa76dfb5 · outbound

This paper cites Fake-hr1: Rethinking reasoning of vision language model for synthetic image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Fake-hr1: Rethinking reasoning of vision language model for synthetic image detection,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.748141Z

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Observation 301d7eb9-935f-4efb-bb75-6077fab37fad · outbound

This paper cites FakeVLM-R1: Internalizing Physical Laws via CoT for Synthetic Image Detection.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection FakeVLM-R1: Internalizing Physical Laws via CoT for Synthetic Image Detection

Reference 12

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Observation 5a92d001-8ac6-438b-ae43-6d54e49dfbae · outbound

This paper cites BusterX++: Towards Unified Cross-Modal AI-Generated Content Detection and Explanation with MLLM.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection BusterX++: Towards Unified Cross-Modal AI-Generated Content Detection and Explanation with MLLM

Reference 13

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Observation aa06d16d-563a-4ed1-b060-cc24783b9542 · outbound

This paper cites VIGIL: Part-Grounded Structured Reasoning for Generalizable Deepfake Detection.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection VIGIL: Part-Grounded Structured Reasoning for Generalizable Deepfake Detection

Reference 14

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Observation 20a69870-212d-4167-b6af-6779a00ee845 · outbound

This paper cites Realign: Gener- alizable image forgery detection via reasoning-aligned representation,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Realign: Gener- alizable image forgery detection via reasoning-aligned representation,

Reference 15

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Observation bbcd907a-7b73-4471-8a1c-79e3761e2c55 · outbound

This paper cites REVEAL: Reasoning-Enhanced Forensic Evidence Analysis for Explainable AI-Generated Image Detection.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection REVEAL: Reasoning-Enhanced Forensic Evidence Analysis for Explainable AI-Generated Image Detection

Reference 16

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Observation 0d6562f8-d4bb-4622-97bc-cb2a2d5e60f8 · outbound

This paper cites EvoGuard: An Extensible Agentic RL-based Framework for Practical and Evolving AI-Generated Image Detection.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection EvoGuard: An Extensible Agentic RL-based Framework for Practical and Evolving AI-Generated Image Detection

Reference 17

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Observation 19f86079-da5b-4e32-b689-33bd25ed124d · outbound

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

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection AgentFoX: LLM Agent-Guided Fusion with eXplainability for AI-Generated Image Detection

Reference 18

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Observation ca5dbccd-79cc-4a65-a25b-10876cdb47cc · outbound

This paper cites Locate-then-examine: Grounded region reasoning improves detection of ai-generated images,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Locate-then-examine: Grounded region reasoning improves detection of ai-generated images,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.853382Z

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Observation 007aefc3-c83c-4ce8-8e57-56cc7eb02c86 · outbound

This paper cites Unigendet: A unified generative-discriminative framework for co-evolutionary image generation and generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Unigendet: A unified generative-discriminative framework for co-evolutionary image generation and generated image detection,

Reference 20

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Observation bb9c1156-c2a3-4f22-a2a3-9a98d34ba1d7 · outbound

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

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Humanrefiner: Benchmarking abnormal human generation and refining with coarse-to-fine pose-reversible guidance,

Reference 21

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Observation 48e69a8d-e3b8-4b10-8257-5a589c4d7909 · outbound

This paper cites MagicMirror: A Large-Scale Dataset and Benchmark for Fine-Grained Artifacts Assessment in Text-to-Image Generation.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection MagicMirror: A Large-Scale Dataset and Benchmark for Fine-Grained Artifacts Assessment in Text-to-Image Generation

Reference 22

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Observation b8ed3ac6-5b94-48b9-a101-812c9c5a3a2c · outbound

This paper cites Where, What, Why, and Importance: Structured Defect Grounding for Text-to-Image Feedback.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Where, What, Why, and Importance: Structured Defect Grounding for Text-to-Image Feedback

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.891826Z

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Observation 1c1afad7-8564-4c71-b550-d29e32a38d6f · outbound

This paper cites A bias-free training paradigm for more general ai-generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection A bias-free training paradigm for more general ai-generated image detection,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.900789Z

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Observation 804890c3-d273-448c-8f30-7bc4c4a34cb8 · outbound

This paper cites Qwen3-VL Technical Report.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Qwen3-VL Technical Report

Reference 25

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Observation b11b6e29-50fb-4655-9951-2da8472c9d92 · outbound

This paper cites Deep residual injection for full-spectrum forensic signal perception in multimodal large language models,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Deep residual injection for full-spectrum forensic signal perception in multimodal large language models,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.926280Z

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Observation f0ca3a17-b5d9-497b-a670-2dce87a585a8 · outbound

This paper cites AEGIS: A Holistic Benchmark for Evaluating Forensic Analysis of AI-Generated Academic Images.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection AEGIS: A Holistic Benchmark for Evaluating Forensic Analysis of AI-Generated Academic Images

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:38.934700Z

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Observation 223c3801-15dd-47be-9a2b-15cb3be935e5 · outbound

This paper cites Textshield-r1: Reinforced reasoning for tampered text detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Textshield-r1: Reinforced reasoning for tampered text detection,

Reference 28

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Observation 8a0e2232-574d-4533-80bf-2696043ead79 · outbound

This paper cites FraudBench: A Multimodal Benchmark for Detecting AI-Generated Fraudulent Refund Evidence.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection FraudBench: A Multimodal Benchmark for Detecting AI-Generated Fraudulent Refund Evidence

Reference 29

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Observation f7a3e8c4-f31b-45a7-acf4-38fd8456fea4 · outbound

This paper cites Beyond artifacts: Real-centric envelope modeling for reliable ai-generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Beyond artifacts: Real-centric envelope modeling for reliable ai-generated image detection,

Reference 30

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Observation fb506123-cde1-47dc-a895-86d3e12240ad · outbound

This paper cites Bridging the gap between ideal and real-world evaluation: Benchmarking ai-generated image detection in challenging scenarios,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Bridging the gap between ideal and real-world evaluation: Benchmarking ai-generated image detection in challenging scenarios,

Reference 31

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Observation 6bf5c5a0-6d66-4705-8eb9-efcaa90b3f22 · outbound

This paper cites Genimage: A million-scale benchmark for detecting ai- generated image,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Genimage: A million-scale benchmark for detecting ai- generated image,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.018891Z

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Observation 6eae808e-ee59-4a12-84b0-bd207d0fb3cf · outbound

This paper cites Wildfake: A large-scale and hierarchical dataset for ai-generated im- ages detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Wildfake: A large-scale and hierarchical dataset for ai-generated im- ages detection,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.029519Z

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Observation 6fcb92d7-aa49-47a3-a1e5-f40c9ab0284f · outbound

This paper cites Df40: Toward next-generation deepfake detec- tion,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Df40: Toward next-generation deepfake detec- tion,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.040707Z

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Observation 2c1b7e80-fcf0-4ac6-bbee-ddad133d33ee · outbound

This paper cites Community forensics: Using thousands of generators to train fake image detectors,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Community forensics: Using thousands of generators to train fake image detectors,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.049529Z

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Observation 1d240546-14b1-48d7-a93d-67d4c67fb1e0 · outbound

This paper cites Forensichub: A unified benchmark & codebase for all-domain fake image detection and localization,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Forensichub: A unified benchmark & codebase for all-domain fake image detection and localization,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.061737Z

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Observation 0d84f26e-00ed-4474-8613-14c1649d959d · outbound

This paper cites A sanity check for ai-generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection A sanity check for ai-generated image detection,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.073343Z

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Observation bf5ca16f-03dc-45bf-8647-e50008faf21f · outbound

This paper cites So-fake: Benchmarking and explaining social media image forgery detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection So-fake: Benchmarking and explaining social media image forgery detection,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.086346Z

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Observation a249b9a3-cb1d-4525-a1e3-e3cd88274734 · outbound

This paper cites Is artificial intelligence generated image detection a solved problem?.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Is artificial intelligence generated image detection a solved problem?

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.095777Z

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Observation 1a242e2a-7c8c-49f8-bce3-bac669e3a85a · outbound

This paper cites BusterX: MLLM-Powered AI-Generated Video Forgery Detection and Explanation.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection BusterX: MLLM-Powered AI-Generated Video Forgery Detection and Explanation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.102926Z

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Observation 1c47ce4b-533c-43ac-9d96-2ea2715e5673 · outbound

This paper cites D3qe: Learning discrete distribution discrepancy-aware quantization error for autoregressive-generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection D3qe: Learning discrete distribution discrepancy-aware quantization error for autoregressive-generated image detection,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.126758Z

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Observation 0c0db254-ed31-4191-b797-eb354ee5ddce · outbound

This paper cites No Pixel Left Behind: A Detail-Preserving Architecture for Robust High-Resolution AI-Generated Image Detection.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection No Pixel Left Behind: A Detail-Preserving Architecture for Robust High-Resolution AI-Generated Image Detection

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.138865Z

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Observation 142161e7-6893-4519-9047-97362373ae12 · outbound

This paper cites Next-imdl: Build benchmark for next-generation image manipulation detection & localization,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Next-imdl: Build benchmark for next-generation image manipulation detection & localization,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.153353Z

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Observation fa4bc407-218b-43c2-adc2-07edff12b7e8 · outbound

This paper cites GPT-Image-2 in the Wild: A Twitter Dataset of Self-Reported AI-Generated Images from the First Week of Deployment.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection GPT-Image-2 in the Wild: A Twitter Dataset of Self-Reported AI-Generated Images from the First Week of Deployment

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.164497Z

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Observation 13367523-1d8f-4931-9e5e-f6fecf16e295 · outbound

This paper cites Dˆ 3: scaling up deepfake detection by learning from discrepancy,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Dˆ 3: scaling up deepfake detection by learning from discrepancy,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.179239Z

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Observation d8c7b4a9-df68-4f3b-b5bb-0b0a1d719799 · outbound

This paper cites Leveraging frequency analysis for deep fake image recogni- tion,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Leveraging frequency analysis for deep fake image recogni- tion,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.190883Z

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Observation f0e9bed9-f753-48b4-9991-e226d45eb383 · outbound

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

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Thinking in frequency: Face forgery detection by mining frequency-aware clues,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.199589Z

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Observation 9ca1e812-51e2-475b-b262-a58545e784a9 · outbound

This paper cites Frequency-aware deepfake detection: Improving generalizability through frequency space domain learning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Frequency-aware deepfake detection: Improving generalizability through frequency space domain learning,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.208454Z

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Observation b57b8d61-792e-46fc-b261-a007b5563c78 · outbound

This paper cites PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection

Reference 49

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.217924Z

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Observation 2c9da741-5b2d-4467-b3dd-2de07c4a785e · outbound

This paper cites All patches matter, more patches better: Enhance ai-generated image detection via panoptic patch learning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection All patches matter, more patches better: Enhance ai-generated image detection via panoptic patch learning,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.231318Z

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Observation 9122fbe3-7ec2-4ae6-a378-5ba9dcb88c8b · outbound

This paper cites Aligned datasets im- prove detection of latent diffusion-generated images,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Aligned datasets im- prove detection of latent diffusion-generated images,

Reference 51

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.242920Z

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Observation a4c07241-a2c9-4dfd-849e-164c2e1747e6 · outbound

This paper cites Reduce the Artifacts Bias for More Generalizable AI-Generated Image Detection.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Reduce the Artifacts Bias for More Generalizable AI-Generated Image Detection

Reference 52

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.256017Z

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Observation 2a795b8a-7bdd-49a5-b736-5366f0848dc7 · outbound

This paper cites Co-spy: Combining semantic and pixel features to detect synthetic images by ai,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Co-spy: Combining semantic and pixel features to detect synthetic images by ai,

Reference 53

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.266333Z

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Observation d58fe6db-9b24-421f-b158-194741126c07 · outbound

This paper cites OmniAID: Decoupling Semantics and Artifacts for Universal AI-Generated Image Detection in the Wild.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection OmniAID: Decoupling Semantics and Artifacts for Universal AI-Generated Image Detection in the Wild

Reference 54

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Observation a56ce626-99fb-4f4b-9a5e-c4280bc10548 · outbound

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

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection

Reference 55

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.292343Z

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Observation 69ddbb6d-c959-4978-a9c7-56d0cde64a06 · outbound

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

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Simplicity Prevails: The Emergence of Generalizable AIGI Detection in Visual Foundation Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.309019Z

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Observation b61e0dff-034e-421b-9a00-48d17d666681 · outbound

This paper cites Mirror: Manifold ideal reference reconstructor for general- izable ai-generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Mirror: Manifold ideal reference reconstructor for general- izable ai-generated image detection,

Reference 57

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.321045Z

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Observation a917c4f9-a514-4a77-97d4-b3254edd25fc · outbound

This paper cites Saido: Generalizable detection of ai-generated images via scene-aware and importance-guided dynamic optimization in continual learning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Saido: Generalizable detection of ai-generated images via scene-aware and importance-guided dynamic optimization in continual learning,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.333395Z

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Observation 32d26bb7-33a7-44f2-8b66-c91c617556e9 · outbound

This paper cites Generalizable and adaptive continual learning framework for ai- generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Generalizable and adaptive continual learning framework for ai- generated image detection,

Reference 59

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.343302Z

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Observation 53e3bc08-6415-4f12-8ae3-c47cbe93019f · outbound

This paper cites Are vlms seeing or just saying? uncovering the illusion of visual re- examination,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Are vlms seeing or just saying? uncovering the illusion of visual re- examination,

Reference 60

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.352464Z

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Observation c237b00f-bd85-469b-80d6-0b656aee83ab · outbound

This paper cites Mirage: The illusion of visual understanding,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Mirage: The illusion of visual understanding,

Reference 61

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.371993Z

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Observation 6c7ed7ba-d4cf-4d11-8a86-63f5a88be808 · outbound

This paper cites Pixel reasoner: Incentivizing pixel space reasoning via curiosity-driven reinforcement learning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Pixel reasoner: Incentivizing pixel space reasoning via curiosity-driven reinforcement learning,

Reference 62

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.387261Z

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Observation b2b18a48-1cdb-4385-8c5a-1d8933a64822 · outbound

This paper cites Deepeyes: Incentivizing.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Deepeyes: Incentivizing

Reference 63

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.399928Z

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Observation 684d0b40-e039-4d0c-b9ba-5a94d7e640a1 · outbound

This paper cites Mini-o3: Scaling up reasoning patterns and interaction turns for visual search,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Mini-o3: Scaling up reasoning patterns and interaction turns for visual search,

Reference 64

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.408114Z

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Observation 66e865b8-19c1-46c0-bd5a-833734dfa5eb · outbound

This paper cites Thyme: Think beyond images,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Thyme: Think beyond images,

Reference 65

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.419305Z

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Observation 04dbd70f-26aa-4344-9a86-dfdd806f440b · outbound

This paper cites Spotlight on token perception for multimodal reinforcement learning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Spotlight on token perception for multimodal reinforcement learning,

Reference 66

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.430743Z

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Observation ce6d05b2-019a-46c1-925f-44922bad9517 · outbound

This paper cites Perception-aware policy optimization for multimodal reasoning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Perception-aware policy optimization for multimodal reasoning,

Reference 67

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.442552Z

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Observation 1c3700cd-ffb7-40fd-a7bc-d36b87e39688 · outbound

This paper cites Zooming without zooming: Region-to-image distillation for fine-grained multimodal perception,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Zooming without zooming: Region-to-image distillation for fine-grained multimodal perception,

Reference 68

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.460891Z

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Observation 9e23f09d-ce86-4b29-a848-1ed756f75149 · outbound

This paper cites Agentic jigsaw interaction learning for enhancing visual perception and reasoning in vision-language models,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Agentic jigsaw interaction learning for enhancing visual perception and reasoning in vision-language models,

Reference 69

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.478740Z

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Observation c8665c0d-4c84-4b87-b950-34c1ae90a843 · outbound

This paper cites MiniLLM: Knowledge distillation of large language models,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection MiniLLM: Knowledge distillation of large language models,

Reference 70

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.486453Z

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Observation 3b849ae4-4403-4e63-a31e-75e540bb8466 · outbound

This paper cites On-policy distillation of language models: Learning from self-generated mistakes,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection On-policy distillation of language models: Learning from self-generated mistakes,

Reference 71

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.491943Z

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Observation 769f4bd0-b439-45f8-b802-9ec8535dc31a · outbound

This paper cites Self-Distillation Enables Continual Learning.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Self-Distillation Enables Continual Learning

Reference 72

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.503137Z

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Observation 216e358a-bd6d-44a3-9a94-f93e5f8ba7de · outbound

This paper cites Self-Distilled Reasoner: On-Policy Self-Distillation for Large Language Models.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Self-Distilled Reasoner: On-Policy Self-Distillation for Large Language Models

Reference 73

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.513266Z

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Observation 85e29176-43d6-4290-aeab-6b1b16b24f53 · outbound

This paper cites Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation

Reference 74

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.530812Z

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Observation 0734f09f-5b80-421e-8cfb-e7e69e8d4da7 · outbound

This paper cites Self-Distilled RLVR.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Self-Distilled RLVR

Reference 75

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.544542Z

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Observation b3d75fe7-511a-4a22-b26a-430a1e08a79d · outbound

This paper cites Asymmetric On-Policy Distillation: Bridging Exploitation and Imitation at the Token Level.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Asymmetric On-Policy Distillation: Bridging Exploitation and Imitation at the Token Level

Reference 76

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.553910Z

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Observation fe890a71-211e-4aaf-a347-d838c2d6e04e · outbound

This paper cites Entropy-Aware On-Policy Distillation of Language Models.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Entropy-Aware On-Policy Distillation of Language Models

Reference 77

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.561090Z

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Observation b3ca7540-a034-4e4b-8579-903ba3efb9f1 · outbound

This paper cites Self-Distilled Agentic Reinforcement Learning.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Self-Distilled Agentic Reinforcement Learning

Reference 78

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.576668Z

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Observation 80f9f01b-5110-4c00-bda2-18b626ec2014 · outbound

This paper cites SynArtifact: Classifying and Alleviating Artifacts in Synthetic Images via Vision-Language Model.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection SynArtifact: Classifying and Alleviating Artifacts in Synthetic Images via Vision-Language Model

Reference 79

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.592144Z

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Observation be22b228-bf26-414b-8e32-bfbde4669cad · outbound

This paper cites Unveiling perceptual artifacts: A fine- grained benchmark for interpretable AI-generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Unveiling perceptual artifacts: A fine- grained benchmark for interpretable AI-generated image detection,

Reference 80

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.604783Z

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Observation 45a15596-2bde-4718-81a0-0f18a331e250 · outbound

This paper cites From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions,

Reference 81

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.618928Z

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Observation b7841a5b-6dc3-4d53-af37-386840a64bb7 · outbound

This paper cites Visual genome: Connecting language and vision using crowdsourced dense image annotations,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Visual genome: Connecting language and vision using crowdsourced dense image annotations,

Reference 82

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.626632Z

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Observation 72a2b3bb-60a1-49a0-b367-96e469738500 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 83

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.639525Z

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Observation fd724522-6468-41bf-a140-47b62b4a3780 · outbound

This paper cites OpenAI GPT-5 System Card.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection OpenAI GPT-5 System Card

Reference 84

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.652333Z

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Observation fd2c10cc-e433-4b93-858c-5694f3cff9e7 · outbound

This paper cites Vero: An open rl recipe for general visual reasoning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Vero: An open rl recipe for general visual reasoning,

Reference 85

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.663268Z

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Observation d382ac32-2086-4cbf-9f5b-506d5808fd12 · outbound

This paper cites Group Sequence Policy Optimization.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Group Sequence Policy Optimization

Reference 86

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.671521Z

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Observation df166240-fcc6-4ee6-9334-fc2a31011c86 · outbound

This paper cites Task-model alignment: A simple path to generalizable ai- generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Task-model alignment: A simple path to generalizable ai- generated image detection,

Reference 87

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.685517Z

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Observation cbc3a417-84f1-457f-92f0-6f8e17f23084 · outbound

This paper cites Real-Time Deepfake Detection in the Real-World.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Real-Time Deepfake Detection in the Real-World

Reference 88

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.691290Z

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Observation 0b9c68df-47c5-4da4-aac6-a5f42e0f921a · outbound

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

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Forgery- aware adaptive transformer for generalizable synthetic image detection,

Reference 89

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.721144Z

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Observation 033521b1-4caf-48d5-b18e-1a83c8ce7581 · outbound

This paper cites DRCT: Diffusion recon- struction contrastive training towards universal detection of diffusion generated images,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection DRCT: Diffusion recon- struction contrastive training towards universal detection of diffusion generated images,

Reference 90

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.729974Z

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Observation edd3c84e-b704-4b5d-abde-8c52e4f48cbf · outbound

This paper cites Any-resolution ai-generated image detection by spectral learning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Any-resolution ai-generated image detection by spectral learning,

Reference 91

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.746019Z

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Observation 6ead9fea-6db4-4777-af2a-dbf3dfaf9b8e · outbound

This paper cites PGC: Peak- guided calibration for generalizable AI-generated image detection,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection PGC: Peak- guided calibration for generalizable AI-generated image detection,

Reference 92

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.754507Z

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Observation e89b05e0-bb34-4d92-96e5-fb99fb9c7799 · outbound

This paper cites Videoveritas: AI-generated video detection via perception pretext reinforcement learning,.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Videoveritas: AI-generated video detection via perception pretext reinforcement learning,

Reference 93

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.762128Z

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Observation 18bdc622-25c4-4a9a-b87e-398bf3bff859 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Lora: Low-rank adaptation of large language models

Reference 94

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.774226Z

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