Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:16:49.198799Z
Paper Citation Record · LEDGER
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models
As of 14 August 2026, this Paper Citation Record lists 82 of 82 outbound references and 2 inbound Pith citation observations for arXiv:2506.03007.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-28T11:16:44.986901Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T02:06:26.574530Z
Reference resolution
82 of 82 outbound references displayed
- verified exact5
- verified fuzzy3
- unresolved74
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e64ed27f-6ef6-4b45-87c9-50e935da49fa · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:42.047846Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 441826ec-0241-42ef-aa3d-bc73883ba98c · outbound
This paper cites Kandinsky 3: Text-to-Image Synthesis for Multifunctional Generative Framework.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Kandinsky 3: Text-to-Image Synthesis for Multifunctional Generative Framework
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:16:50.818574Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 03a5b0cc-2eaa-44f8-a421-300b8d789de9 · outbound
This paper cites Qwen2.5-VL Technical Report.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Qwen2.5-VL Technical Report
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:42.230471Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8369b948-28a9-4069-aa8b-3c6b0e5210dc · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:42.325727Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86929f05-5294-40e5-bccc-aecd8ff0b996 · outbound
This paper cites CIFAKE: Image Classification and Explainable Identification of AI-Generated Synthetic Images.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models CIFAKE: Image Classification and Explainable Identification of AI-Generated Synthetic Images
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:42.411625Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e801ce80-c63a-4ef1-b5ad-3be93c27bfe6 · outbound
This paper cites Large Scale GAN Training for High Fidelity Natural Image Synthesis.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Large Scale GAN Training for High Fidelity Natural Image Synthesis
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:42.487436Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59d47fe2-c98d-4a42-8979-dc677ed45ee1 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:59.602538Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b5ec0a75-a991-4b0b-b843-6d9e8cc6d1bd · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:59.414498Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f4f33327-6686-439d-b9be-9dda775b1856 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:59.249466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5e240714-fc6e-42ac-8ed2-50758819f75f · outbound
This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:42.752847Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb4e23ed-13fe-4d56-9120-d78609227f44 · outbound
This paper cites DiffEdit: Diffusion-based semantic image editing with mask guidance.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models DiffEdit: Diffusion-based semantic image editing with mask guidance
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:42.820616Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f65870d-8ef2-43e6-b771-a7b87c53f1df · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:59.068540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 37c23299-3855-48a5-ae6f-f3ebb672636f · outbound
This paper cites Autoregressive Video Generation without Vector Quantization.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Autoregressive Video Generation without Vector Quantization
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:42.997910Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b11dfe2-c130-4192-ab11-c0c67172a74e · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:58.898220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 30fe278c-ad3b-4029-bfde-1255578f93c0 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:58.628595Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1d9c0286-0fc9-4d62-b437-6221c6999253 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:58.308253Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9daa756c-2ee4-42cf-83ec-f31a7a4ed30d · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:58.012365Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 81ce8c52-4ff8-42cf-af08-40ffcca89817 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:57.836348Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 04108ab3-979f-4d47-9b27-9d71d3ba853f · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:57.632721Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d51a89ce-e9d7-4f2a-a8e5-b948d636ade2 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:57.448477Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 02c24897-aabb-46dc-bc09-71495c95a959 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:57.235071Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 66c7d782-0290-454b-83e0-9fa42fa3458f · outbound
This paper cites Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:43.758327Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d6c1911-30cf-4b42-abdf-388281b4c9e2 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:56.995676Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5822f85b-d458-40ac-a130-1066baa61c7d · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:56.802130Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ffb37659-bcbc-4cef-8a15-a406b0667597 · outbound
This paper cites CogAgent: A Visual Language Model for GUI Agents.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models CogAgent: A Visual Language Model for GUI Agents
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:43.994161Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c710e67-e556-4822-a2b3-afc4f6524f1d · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:56.611790Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation be847bc7-1b64-4cc4-825b-084162e190ab · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:56.391256Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 394f00f8-ddca-4806-a033-14c5d0bfa905 · outbound
This paper cites SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:44.307327Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a49e9d9e-fd53-44b3-8310-c1cf0589e981 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:56.173525Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d5077d7d-9221-43a5-8c49-5a34ab3bd640 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:55.942400Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4fb52b2e-f917-4bd9-a4b7-96bed9739c72 · outbound
This paper cites Progressive Growing of GANs for Improved Quality, Stability, and Variation.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Progressive Growing of GANs for Improved Quality, Stability, and Variation
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:44.555003Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 685afa11-fd3c-4d22-8c43-fc9159bf8dd4 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:55.703758Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1e0c32ed-33c4-433b-84bd-04bea9933bbf · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:44.705137Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5869957-0a90-4786-9d80-07e5b2634b97 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:55.476714Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2c4b4462-edc2-40e6-88e8-5153877a953b · outbound
This paper cites LLaVA-OneVision: Easy Visual Task Transfer.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models LLaVA-OneVision: Easy Visual Task Transfer
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:44.884184Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edb2cdca-5419-4822-b62c-e7f2ac738f26 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:44.986506Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71ddb09f-9ca1-4b1d-aa5a-6e3e07673ac3 · outbound
This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:45.182318Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c8b45e9-868b-4d6b-a3f5-64b6fb88bb90 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:55.230804Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a631f7b4-ed42-405a-851a-acb01ecf3590 · outbound
This paper cites Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:16:55.009009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9bb057bb-f4a6-440e-97af-af5c8103a26d · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:54.818092Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 59049b28-df2e-4866-8f89-9fe35c3e4169 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:54.652119Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 477aa9bd-7334-44da-a0b2-8b7102a73ebc · outbound
This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models DeepSeek-VL: Towards Real-World Vision-Language Understanding
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:45.779536Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee3311e2-8616-4315-98b7-ded72ecf673a · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:54.465523Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 549171fc-43ed-4811-adc2-c35545fdf6c4 · outbound
This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:46.000956Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33378141-1ee6-4a00-a6b9-de7200537e7f · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:54.286730Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fcbb6e70-70be-4de0-9bd2-d8904d710c20 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:54.129351Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9b6f990e-5e7d-4a43-aa3b-f46c62bb2636 · outbound
This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:46.265643Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92fed15a-c4bb-47c2-a22a-daf46d6b5ab4 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:53.928618Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 89d89f47-1adf-4c2c-9329-f0ab1e7a3c9b · outbound
This paper cites Towards Explainable Partial-AIGC Image Quality Assessment.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Towards Explainable Partial-AIGC Image Quality Assessment
Reference 49
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:16:50.185147Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7d34bdbd-2243-4c1e-a5c8-b437102c8b88 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:46.543358Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c26c032-bfb3-43a9-946f-04815ad84b03 · outbound
This paper cites DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models DE-FAKE: Detection and Attribution of Fake Images Generated by Text-to-Image Generation Models
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:46.653211Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38f45a67-e598-45cb-8dc4-79e84163e6a4 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:53.735297Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9747b4a1-1fe1-4561-8bab-e64cfd4c99f4 · outbound
This paper cites Weiss, Niru Maheswaranathan, and Surya Ganguli.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Weiss, Niru Maheswaranathan, and Surya Ganguli
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:46.870897Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e687ef71-3283-4728-b4a7-207f03db9317 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 54
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- raw_fallback, observed 2026-08-07T11:16:53.372455Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b4d7d2eb-1682-4314-96df-a645b3f4faa6 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 55
- Resolution
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- raw_fallback, observed 2026-08-07T11:16:53.196166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3fa2891f-fba6-42c9-9efd-b91f702dcfe5 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:53.001256Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d8af01e5-7b75-47e3-bf37-076c94229c0d · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 57
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:52.774017Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7bb7b4ee-ec6a-413e-93e2-24b6e08f14ce · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 58
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ea652983-a7d5-42ec-beb5-76a4e9f08b94 · outbound
This paper cites LOVE: Benchmarking and Evaluating Text-to-Video Generation and Video-to-Text Interpretation.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models LOVE: Benchmarking and Evaluating Text-to-Video Generation and Video-to-Text Interpretation
Reference 59
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e691b564-4941-4df1-9c0e-78e22c1c8c32 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 60
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 204bf254-ad1c-4b2e-8113-0dd1d3103e75 · outbound
This paper cites Quality Assessment for AI Generated Images with Instruction Tuning.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Quality Assessment for AI Generated Images with Instruction Tuning
Reference 61
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1c61488-18d3-411a-8a90-74133dec162a · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 62
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78fb0a04-10f9-47bd-957e-945109f81fe3 · outbound
This paper cites LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs
Reference 63
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 6b3a87dd-3d05-4381-97aa-854fd3977eb7 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 64
- Resolution
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- raw_fallback, observed 2026-08-07T11:16:51.793707Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation dd8930cd-abd6-4b87-8f89-d2b21b3fb8f2 · outbound
This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
Reference 65
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5f1fe6f-0725-4b21-a069-f5223c731576 · outbound
This paper cites FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces
Reference 66
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f98785c-0af8-4a05-a967-5270f59b7d8a · outbound
This paper cites Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization
Reference 67
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07e25b8e-f93c-4876-8e12-713b36bcb2b7 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 68
- Resolution
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- raw_fallback, observed 2026-08-07T11:16:51.638625Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b2a37fd7-9c73-4cf6-b90c-c87c3ab35e2e · outbound
This paper cites Benchmarking Deepart Detection.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Benchmarking Deepart Detection
Reference 69
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:48.474408Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23a21e67-b88b-402e-a052-7c358f6b5bbf · outbound
This paper cites Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation
Reference 70
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:48.565761Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41022d82-c2e9-4180-a823-bb1c4fec4e50 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:51.507155Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2d06c8ec-092d-4eca-888b-3a33dcb763e8 · outbound
This paper cites Emu3: Next-Token Prediction is All You Need.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Emu3: Next-Token Prediction is All You Need
Reference 72
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:48.398815Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8aad04c6-6636-4789-a5ba-529c766180c0 · outbound
This paper cites LMME3DHF: Benchmarking and Evaluating Multimodal 3D Human Face Generation with LMMs.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models LMME3DHF: Benchmarking and Evaluating Multimodal 3D Human Face Generation with LMMs
Reference 73
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:16:49.459166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 51c26781-cbe1-4392-a654-525ae94b704d · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:51.370766Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 729f3741-34f9-4d80-b2d9-f9b5e0d5b261 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 75
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:51.252034Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 040e8bee-28ad-446d-81c0-3f9be67cf0fa · outbound
This paper cites HarmonyIQA: Pioneering Benchmark and Model for Image Harmonization Quality Assessment.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models HarmonyIQA: Pioneering Benchmark and Model for Image Harmonization Quality Assessment
Reference 76
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:16:49.600006Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation be23f1da-7310-49fd-bb68-66f1d9bcded1 · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:51.115338Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 381408da-bb1d-4e54-9183-272ffd4aca6d · outbound
This paper cites an unresolved cited work.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:16:50.976400Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a6ab00da-b201-4119-b324-4f42c3d93780 · outbound
This paper cites InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition
Reference 80
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:49.042506Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 199c6f89-fcdd-46c8-a07a-b16526416c9c · outbound
This paper cites In Proceedings of the 32nd International Conference on Machine Learning (ICML).
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models In Proceedings of the 32nd International Conference on Machine Learning (ICML)
Reference 2015
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:16:53.557221Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation a644b549-641f-46fe-822c-c6fa7f9ebeec · outbound
This paper cites Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation.
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:16:45.092028Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2fc01e9-70f8-435b-b99f-41a106cbabc1 · outbound
This paper cites In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).
DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Reference 2025
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:16:51.958297Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Pith citing papers
Observation ed74a17e-2c31-4197-a973-2a29c9e4a788 · inbound
From Evidence to Verdict: An Agent-Based Forensic Framework for AI-Generated Image Detection cites this paper.
From Evidence to Verdict: An Agent-Based Forensic Framework for AI-Generated Image Detection DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models
Reference 49
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T02:05:38.949482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation eac01474-8d4d-4df8-aa1d-72fd314036cd · inbound
SynCred-Bench: Benchmarking Synthetic Credibility in AI-Generated Visual Misinformation cites this paper.
SynCred-Bench: Benchmarking Synthetic Credibility in AI-Generated Visual Misinformation DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T02:06:26.576323Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.