Paper Citation Record · LEDGER

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM

As of 12 August 2026, this Paper Citation Record lists 100 of 201 outbound references and 3 inbound Pith citation observations for arXiv:2502.05240.

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

pith.paper-citation-record.v1
2502.05240 v2

Coverage vector

measured 100 of 201 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T21:12:22.843020Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T11:05:19.011287Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T11:54:38.827618Z

Reference resolution

100 of 201 outbound references displayed

verified exact3
verified fuzzy0
unresolved97
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a05485b9-ba1a-4f7c-85fb-90abb7d244f1 · outbound

This paper cites Hello gpt-4o.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Hello gpt-4o

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.330332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c049a956-3b30-4ccf-9ee7-6d51d98df14a · outbound

This paper cites Improving image generation with better captions.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Improving image generation with better captions

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.335290Z

Source-reported events for the cited work

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Observation da24a3ef-f25a-4ddd-a7d0-edd48527df4c · outbound

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

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM High-resolution image synthesis with latent diffusion models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.339349Z

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Observation 11772ca8-03f4-4ed9-a9fe-b330e1dd8514 · outbound

This paper cites Video generation models as world simulators.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Video generation models as world simulators

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.344830Z

Source-reported events for the cited work

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Observation f7bcf616-0315-43b8-9771-5d079d79f78f · outbound

This paper cites Pluralistic aging diffusion autoencoder.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Pluralistic aging diffusion autoencoder

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.350661Z

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Observation c3d42e60-fb26-4ece-9ce9-e380a07b34b4 · outbound

This paper cites Global and local consistent wavelet-domain age synthesis.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Global and local consistent wavelet-domain age synthesis

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.355306Z

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Observation ab19450f-490f-4b26-a809-488d84b435b4 · outbound

This paper cites Localize, Understand, Collaborate: Semantic-Aware Dragging via Intention Reasoner.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Localize, Understand, Collaborate: Semantic-Aware Dragging via Intention Reasoner

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.360505Z

Source-reported events for the cited work

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Observation 3079a0ad-4eee-4163-b745-767054a9acfc · outbound

This paper cites Combating misinformation in the era of generative ai models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Combating misinformation in the era of generative ai models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.365536Z

Source-reported events for the cited work

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Observation d28f340c-767b-4a0d-9d9a-2db00f39a504 · outbound

This paper cites Deep learning technology for face forgery detection: A survey.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Deep learning technology for face forgery detection: A survey

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.369863Z

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Observation d6292ac0-5dd2-4af0-8982-40d23927983a · outbound

This paper cites Communicating the cultural other: Trust and bias in generative ai and large language models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Communicating the cultural other: Trust and bias in generative ai and large language models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.374003Z

Source-reported events for the cited work

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Observation 0ef591d9-9a6b-49e2-8556-ce79d7c23b86 · outbound

This paper cites Generative ai meets copyright.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Generative ai meets copyright

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.378256Z

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Observation fa1d2957-556e-42e4-843f-05f67e725e3e · outbound

This paper cites Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.382439Z

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Observation 12767eeb-dadd-4fa6-93f9-19d7702cd3be · outbound

This paper cites Online detection of ai-generated images.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Online detection of ai-generated images

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.386367Z

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Observation ca38bf36-9e65-4f14-94e1-e0d8c9a7d7df · outbound

This paper cites An empirical study of ai-generated text detection tools.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM An empirical study of ai-generated text detection tools

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.390227Z

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Observation f6ac4806-3d66-4213-bf96-9480f05b34b3 · outbound

This paper cites Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.394230Z

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Observation d5bd5c36-2147-4430-9236-d04ba2567d70 · outbound

This paper cites Detecting Multimedia Generated by Large AI Models: A Survey.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Detecting Multimedia Generated by Large AI Models: A Survey

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.398590Z

Source-reported events for the cited work

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Observation fc98ebcb-fcd4-4125-9497-24ceeb4135b1 · outbound

This paper cites A survey of defenses against ai-generated visual media: Detection, disruption, and authentication.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM A survey of defenses against ai-generated visual media: Detection, disruption, and authentication

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.402602Z

Source-reported events for the cited work

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Observation 42979b47-816a-4bb3-b967-bb46b95435e2 · outbound

This paper cites Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.407293Z

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Observation b24ed57a-6f4d-4b51-80c5-705ae92cdaf1 · outbound

This paper cites The Llama 3 Herd of Models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM The Llama 3 Herd of Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.412016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41bf45a3-c1d3-472d-ae0c-42bdf13bb932 · outbound

This paper cites Claude 3.5: Sonnet.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Claude 3.5: Sonnet

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.416723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51560cc7-fdb1-4986-bdba-18fc23204298 · outbound

This paper cites All the news that’s fit to fabricate: Ai-generated text as a tool of media misinformation.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM All the news that’s fit to fabricate: Ai-generated text as a tool of media misinformation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.420944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9327d13-c18e-4416-b9ba-6836a61430bb · outbound

This paper cites Program code generation with generative ais.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Program code generation with generative ais

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.425093Z

Source-reported events for the cited work

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Observation f6a5c91e-e10c-4b49-b34f-1c2ff5afb66f · outbound

This paper cites Collage is the new writing: Exploring the fragmentation of text and user interfaces in ai tools.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Collage is the new writing: Exploring the fragmentation of text and user interfaces in ai tools

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.429211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e27a907-c01a-4c0e-b616-8efcfe99f608 · outbound

This paper cites Denoising diffusion probabilistic models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Denoising diffusion probabilistic models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.433254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cafd85fd-e198-46c3-b23c-96e76566fdf4 · outbound

This paper cites Generative modeling by estimating gradients of the data distribution.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Generative modeling by estimating gradients of the data distribution

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.437483Z

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Unavailable: canonical work link unavailable.

Observation 1a6add62-7936-4f88-89a8-5e27cc98ad11 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Score-Based Generative Modeling through Stochastic Differential Equations

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.441094Z

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Observation 2201bd10-8e8f-439d-a991-b12ff993fff2 · outbound

This paper cites DeepMind.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM DeepMind

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.444940Z

Source-reported events for the cited work

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Observation 3bd7f7f4-d0a3-4f50-a0d4-09a04809773b · outbound

This paper cites Midjourney.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Midjourney

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.448617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58ec89a6-38b1-4f08-aae3-5078b0901591 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.452251Z

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Observation 232de6b9-9720-4156-b30e-8735668e6fea · outbound

This paper cites Visual instruction tuning.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Visual instruction tuning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.456040Z

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Observation 51b3d717-7f44-43fa-a438-0dda29ae3edc · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.459513Z

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Observation beb79927-b0f6-40ab-9d99-dd37855d74b5 · outbound

This paper cites Make-A-Video: Text-to-Video Generation without Text-Video Data.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Make-A-Video: Text-to-Video Generation without Text-Video Data

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.463887Z

Source-reported events for the cited work

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Observation 2298f2ee-25dc-4877-ae98-66dba5524a99 · outbound

This paper cites Dall·e 2.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Dall·e 2

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.468504Z

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Unavailable: canonical work link unavailable.

Observation 35f76bf6-57b0-4510-812b-4e4019560cc4 · outbound

This paper cites an unresolved cited work.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.472912Z

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Observation f5de5cd2-8e6b-45aa-b09e-7be150203c31 · outbound

This paper cites Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.477753Z

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Observation 60b97434-6b6e-4cb1-886a-f10dea0a7c4c · outbound

This paper cites Llama-vid: An image is worth 2 tokens in large language models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Llama-vid: An image is worth 2 tokens in large language models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.482414Z

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Observation b3993d1f-5478-498c-810a-039c67f137ec · outbound

This paper cites Mvbench: A comprehensive multi-modal video understanding benchmark.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Mvbench: A comprehensive multi-modal video understanding benchmark

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.486954Z

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Observation f2ba1678-4716-4563-8a31-4ac646a617a2 · outbound

This paper cites Diff-TTS: A Denoising Diffusion Model for Text-to-Speech.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Diff-TTS: A Denoising Diffusion Model for Text-to-Speech

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.491013Z

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Observation 92092498-bc2e-49e6-9806-1a4a4b703b0e · outbound

This paper cites Audioldm: text-to-audio generation with latent diffusion models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Audioldm: text-to-audio generation with latent diffusion models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.494851Z

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Observation fdc13d22-27a8-4849-b3db-9a8b62510a23 · outbound

This paper cites Make-an-audio: text-to-audio generation with prompt-enhanced diffusion models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Make-an-audio: text-to-audio generation with prompt-enhanced diffusion models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.498430Z

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Observation 3ac16a45-5bd5-4f75-a9ae-0834e90d4fc4 · outbound

This paper cites Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.502166Z

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Observation 6c3330d6-bba7-4f8a-a7fb-1dc252bf505d · outbound

This paper cites WavJourney: Compositional Audio Creation with Large Language Models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM WavJourney: Compositional Audio Creation with Large Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.506015Z

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Observation 9cc133a0-5e46-45ce-98ad-a3c78c6985f1 · outbound

This paper cites UniAudio: An Audio Foundation Model Toward Universal Audio Generation.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM UniAudio: An Audio Foundation Model Toward Universal Audio Generation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.509705Z

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Observation de0cd808-7e0f-4832-addb-20995a7d00e1 · outbound

This paper cites Explainability for large language models: A survey.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Explainability for large language models: A survey

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.513933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b186ff9c-f6ba-4ef7-b70b-238c5dc1beb8 · outbound

This paper cites HowkGPT: Investigating the Detection of ChatGPT-generated University Student Homework through Context-Aware Perplexity Analysis.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM HowkGPT: Investigating the Detection of ChatGPT-generated University Student Homework through Context-Aware Perplexity Analysis

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.517911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1425f8bd-a6bc-4377-9358-8925b655f665 · outbound

This paper cites DNA-GPT: Divergent N-Gram Analysis for Training-Free Detection of GPT-Generated Text.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM DNA-GPT: Divergent N-Gram Analysis for Training-Free Detection of GPT-Generated Text

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.522274Z

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Observation 3f22f26a-d16f-43ee-b480-07ce0fd0acb2 · outbound

This paper cites DetectLLM: Leveraging Log Rank Information for Zero-Shot Detection of Machine-Generated Text.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM DetectLLM: Leveraging Log Rank Information for Zero-Shot Detection of Machine-Generated Text

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.527056Z

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Observation ee04c8a1-631b-481f-baf7-55f9ad90a60e · outbound

This paper cites Detectgpt: Zero-shot machine-generated text detection using probability curvature.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Detectgpt: Zero-shot machine-generated text detection using probability curvature

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.531462Z

Source-reported events for the cited work

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Observation 6e71886d-1c83-41c6-bd27-b0e2222b7e0a · outbound

This paper cites Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.535389Z

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Observation cd6fe240-c67f-4603-9bf7-0b6b2a7b3bb5 · outbound

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

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.539676Z

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Unavailable: canonical work link unavailable.

Observation 56ed2f15-9300-4826-9c33-fd7a013c60a8 · outbound

This paper cites Fighting fire with fire: can chatgpt detect ai-generated text? ACM SIGKDD Explorations Newsletter, 25(2):14–21, 2024.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Fighting fire with fire: can chatgpt detect ai-generated text? ACM SIGKDD Explorations Newsletter, 25(2):14–21, 2024

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.543660Z

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Observation cc153f4f-b0c7-4828-a5b3-97ac7ce41622 · outbound

This paper cites Detection vs.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Detection vs

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.547760Z

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Observation 2a502feb-6837-49a3-bb2d-9be79cfc85d9 · outbound

This paper cites DetectGPT-SC: Improving Detection of Text Generated by Large Language Models through Self-Consistency with Masked Predictions.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM DetectGPT-SC: Improving Detection of Text Generated by Large Language Models through Self-Consistency with Masked Predictions

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.551830Z

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Observation 2cae0c00-d71f-4d6c-84d2-8ea568907df5 · outbound

This paper cites Simllm: Detecting sentences generated by large language models using similarity between the generation and its re-generation.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Simllm: Detecting sentences generated by large language models using similarity between the generation and its re-generation

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.555764Z

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Observation a4ff63e9-95d6-4276-84b9-0914bd04bc20 · outbound

This paper cites Beat llms at their own game: Zero-shot llm-generated text detection via querying chatgpt.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Beat llms at their own game: Zero-shot llm-generated text detection via querying chatgpt

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.559380Z

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Unavailable: canonical work link unavailable.

Observation 2d1142e0-3df0-4cfd-a1a9-9cbf40aa539b · outbound

This paper cites Raidar: geneRative AI Detection viA Rewriting.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Raidar: geneRative AI Detection viA Rewriting

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.563047Z

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Observation 600dca26-f865-498b-a58e-ab5ed498a0d3 · outbound

This paper cites Learning to Rewrite: Generalized LLM-Generated Text Detection.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Learning to Rewrite: Generalized LLM-Generated Text Detection

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.567591Z

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Observation 4fea5176-f2b7-41e9-8515-2956d49ab8ef · outbound

This paper cites Llm-as-a-coauthor: Can mixed human-written and machine-generated text be detected? In Findings of the Association for Computational Linguistics: NAACL 2024 , pages 409–436, 2024.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Llm-as-a-coauthor: Can mixed human-written and machine-generated text be detected? In Findings of the Association for Computational Linguistics: NAACL 2024 , pages 409–436, 2024

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.571980Z

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Observation fda5103d-3f0e-4b42-9aa9-d6b999a77fba · outbound

This paper cites LLM-DetectAIve: a Tool for Fine-Grained Machine-Generated Text Detection.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM LLM-DetectAIve: a Tool for Fine-Grained Machine-Generated Text Detection

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.575914Z

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Observation 57c0922e-fc10-404a-bffc-abb46d3fd55c · outbound

This paper cites Beemo: Benchmark of Expert-edited Machine-generated Outputs.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Beemo: Benchmark of Expert-edited Machine-generated Outputs

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.677752Z

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Observation e20029ae-7054-41e4-8093-15d124e15a64 · outbound

This paper cites Beyond Binary: Towards Fine-Grained LLM-Generated Text Detection via Role Recognition and Involvement Measurement.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Beyond Binary: Towards Fine-Grained LLM-Generated Text Detection via Role Recognition and Involvement Measurement

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.682394Z

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Observation a6912873-8a98-47dc-9611-81b9798a131b · outbound

This paper cites A watermark for large language models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM A watermark for large language models

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.686384Z

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Observation 895b5a19-051f-4b66-8d5f-d2eb73ee560f · outbound

This paper cites On the reliability of watermarks for large language models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM On the reliability of watermarks for large language models

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.690453Z

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Observation 15a9a157-5b84-4db3-8d8f-1a22975d70e1 · outbound

This paper cites Undetectable watermarks for language models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Undetectable watermarks for language models

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.694048Z

Source-reported events for the cited work

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Observation 05444cb2-5196-4843-9fe1-67255f58c0d2 · outbound

This paper cites Provable robust watermarking for ai-generated text.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Provable robust watermarking for ai-generated text

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.697583Z

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Observation 4fd8acf1-52b3-4a50-8063-13edfbb16be1 · outbound

This paper cites PersonaMark: Personalized LLM watermarking for model protection and user attribution.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM PersonaMark: Personalized LLM watermarking for model protection and user attribution

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.701113Z

Source-reported events for the cited work

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Observation 1842f3d5-d893-4acd-bbb8-54b0b4be4569 · outbound

This paper cites Detecting Machine-Generated Texts: Not Just "AI vs Humans" and Explainability is Complicated.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Detecting Machine-Generated Texts: Not Just "AI vs Humans" and Explainability is Complicated

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.704973Z

Source-reported events for the cited work

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Observation 53158559-7dc8-41ba-ace0-ba5a28d157e7 · outbound

This paper cites GigaCheck: Detecting LLM-generated Content via Object-Centric Span Localization.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM GigaCheck: Detecting LLM-generated Content via Object-Centric Span Localization

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.709359Z

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Observation 3e430203-9d05-406b-8f8f-ede864074d6c · outbound

This paper cites SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM SHIELD : An Evaluation Benchmark for Face Spoofing and Forgery Detection with Multimodal Large Language Models

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.714024Z

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Observation 252ba75c-58bc-463f-a97a-0e21c0945473 · outbound

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

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Can chatgpt detect deepfakes? a study of using multimodal large language models for media forensics

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.718375Z

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Unavailable: canonical work link unavailable.

Observation aa6b48a0-10f1-404c-a408-1cabdff20425 · outbound

This paper cites VisualCritic: Making LMMs Perceive Visual Quality Like Humans.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM VisualCritic: Making LMMs Perceive Visual Quality Like Humans

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.722591Z

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Observation 834a1b86-6ed8-4b6f-a782-bd0e157a72e0 · outbound

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

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM ForgeryGPT: A Multimodal LLM for Interpretable Image Forgery Detection and Localization

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.726828Z

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Observation 2d9c046d-3e90-4551-827c-fb6c54b8ae83 · outbound

This paper cites EditScout: Locating Forged Regions from Diffusion-based Edited Images with Multimodal LLM.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM EditScout: Locating Forged Regions from Diffusion-based Edited Images with Multimodal LLM

Reference 73

Resolution: verified exact; local_arxiv, observed 2026-08-08T21:12:25.167719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bca85028-2868-439a-b263-cb89993d6008 · outbound

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

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM X2-DFD: A framework for eXplainable and eXtendable Deepfake Detection

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.735068Z

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Observation 6e1e105e-a98c-4012-a648-353467401110 · outbound

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

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM FFAA: Multimodal Large Language Model based Explainable Open-World Face Forgery Analysis Assistant

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.739045Z

Source-reported events for the cited work

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Observation 1f4f3d88-5d2f-4208-870f-2d5cd567ae5e · outbound

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

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.743227Z

Source-reported events for the cited work

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Observation cd488899-735a-4bb6-a1a4-644ef36e28e9 · outbound

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

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.747278Z

Source-reported events for the cited work

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Observation a7fd9ee0-b7d6-4a13-bb98-1dd9330a54b5 · outbound

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

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.751776Z

Source-reported events for the cited work

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Observation c3a0395e-5f0a-4820-86f6-3be69a506ff0 · outbound

This paper cites Forgerysleuth: Empowering multimodal large language models for image manipulation detection.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Forgerysleuth: Empowering multimodal large language models for image manipulation detection

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.756275Z

Source-reported events for the cited work

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Observation 9ac9fe25-38df-42ac-b3a2-0202d9c65f02 · outbound

This paper cites On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM On Learning Multi-Modal Forgery Representation for Diffusion Generated Video Detection

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.760504Z

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Observation 8d9df4eb-32ea-4b5e-b28e-f9dc0a3edb19 · outbound

This paper cites VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.765077Z

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Observation 0643c725-c24b-416e-9c99-4358fa52cbeb · outbound

This paper cites Video Watermarking: Safeguarding Your Video from (Unauthorized) Annotations by Video-based LLMs.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Video Watermarking: Safeguarding Your Video from (Unauthorized) Annotations by Video-based LLMs

Reference 82

Resolution: verified exact; local_arxiv, observed 2026-08-08T21:12:24.813497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e72797f6-df93-4958-918b-e1975e647749 · outbound

This paper cites SONICS: Synthetic Or Not -- Identifying Counterfeit Songs.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM SONICS: Synthetic Or Not -- Identifying Counterfeit Songs

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.774060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f787bc6-4362-40fe-8795-7e39912ca20d · outbound

This paper cites Sniffer: Multimodal large language model for explainable out-of-context misin- formation detection.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Sniffer: Multimodal large language model for explainable out-of-context misin- formation detection

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.778474Z

Source-reported events for the cited work

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Observation c7db6c9c-1b9a-40d7-9368-ac87816ce48c · outbound

This paper cites Cheap-fake detection with llm using prompt engineering.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Cheap-fake detection with llm using prompt engineering

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.782506Z

Source-reported events for the cited work

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Observation 97905d3d-cbd7-4ae6-9066-5b59977b82b9 · outbound

This paper cites How Good is ChatGPT at Audiovisual Deepfake Detection: A Comparative Study of ChatGPT, AI Models and Human Perception.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM How Good is ChatGPT at Audiovisual Deepfake Detection: A Comparative Study of ChatGPT, AI Models and Human Perception

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.786308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf7d651e-b657-431c-a4fd-431e3d83cc28 · outbound

This paper cites V2A-Mark: Versatile Deep Visual-Audio Watermarking for Manipulation Localization and Copyright Protection.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM V2A-Mark: Versatile Deep Visual-Audio Watermarking for Manipulation Localization and Copyright Protection

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.790237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62d549fc-cd53-41ab-a1cc-fb9cf99c0794 · outbound

This paper cites Three ways chatgpt helps me in my academic writing.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Three ways chatgpt helps me in my academic writing

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.794355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce8183ab-c59e-45c5-bb1b-56443a489b21 · outbound

This paper cites Fake it till you make it: Curricular dynamic forgery augmentations towards general deepfake detection.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Fake it till you make it: Curricular dynamic forgery augmentations towards general deepfake detection

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.798267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9573671c-4511-4233-b5bb-cc2db817550c · outbound

This paper cites VideoChat: Chat-Centric Video Understanding.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM VideoChat: Chat-Centric Video Understanding

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.802431Z

Source-reported events for the cited work

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Observation ab54ac0d-ebe1-437f-8111-43b7e2ae88b5 · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.806707Z

Source-reported events for the cited work

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Observation 986a7053-ddd1-41f8-8517-e1156e916994 · outbound

This paper cites Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.811057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e4f4d40-a7a0-4150-9ea1-f9d8cf12088c · outbound

This paper cites What matters in detecting ai-generated videos like sora? arXiv preprint arXiv:2406.19568, 2024.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM What matters in detecting ai-generated videos like sora? arXiv preprint arXiv:2406.19568, 2024

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.815382Z

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Observation 60d48127-c6c0-4ff8-8c5e-99d08bac4985 · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.819751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0584da7b-ea17-4e07-a9b1-c028c05681c0 · outbound

This paper cites video-SALMONN: Speech-Enhanced Audio-Visual Large Language Models.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM video-SALMONN: Speech-Enhanced Audio-Visual Large Language Models

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.824098Z

Source-reported events for the cited work

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Observation fb46dc72-e4a3-41da-b80e-96a982b89a7c · outbound

This paper cites Fka-owl: Ad- vancing multimodal fake news detection through knowledge-augmented lvlms.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Fka-owl: Ad- vancing multimodal fake news detection through knowledge-augmented lvlms

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.828379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5683646d-37ee-40d6-ad4c-8374e047db01 · outbound

This paper cites T2iw: Joint text to image & watermark generation.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM T2iw: Joint text to image & watermark generation

Reference 97

Resolution: verified exact; arxiv_id, observed 2026-08-08T21:12:24.488572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d05f5801-5bab-4378-9a04-251f70e22827 · outbound

This paper cites Watermarking Vision-Language Pre-trained Models for Multi-modal Embedding as a Service.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Watermarking Vision-Language Pre-trained Models for Multi-modal Embedding as a Service

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.835232Z

Source-reported events for the cited work

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Observation de5c2dba-80bb-4b0b-b8cb-7c6e162512c5 · outbound

This paper cites DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive Learning.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive Learning

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.838957Z

Source-reported events for the cited work

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Observation 972f170c-bae0-48d6-a6b3-e2f049642934 · outbound

This paper cites Detecting and unmasking ai-generated texts through explainable artificial intelligence using stylistic features.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Detecting and unmasking ai-generated texts through explainable artificial intelligence using stylistic features

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.843020Z

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Unavailable: canonical work link unavailable.

Pith citing papers

Observation 60e4348a-d7bd-4c3a-80c5-bdc8f182ab7d · inbound

Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning cites this paper.

Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning Survey on AI-Generated Media Detection: From Non-MLLM to MLLM

Reference 92

Resolution: verified exact; arxiv_id, observed 2026-05-21T16:44:15.984595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4607f999-6e92-40f8-8e3a-c21fe5e90f2a · inbound

Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection cites this paper.

Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection Survey on AI-Generated Media Detection: From Non-MLLM to MLLM

Reference 105

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T17:06:04.230379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 015db01b-905b-478f-b1de-d7d7b0bffa45 · inbound

READER: Reasoning-Enhanced AI-Generated Text Detection cites this paper.

READER: Reasoning-Enhanced AI-Generated Text Detection Survey on AI-Generated Media Detection: From Non-MLLM to MLLM

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-30T11:54:38.829046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.