Pith. sign in

Paper Citation Record · LEDGER

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection

As of 4 August 2026, this Paper Citation Record lists 100 of 107 outbound references and 0 inbound Pith citation observations for arXiv:2607.06254.

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

pith.paper-citation-record.v1
2607.06254 v2

Coverage vector

measured 100 of 107 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T08:21:33.503188Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

100 of 107 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved100
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 030d77ca-0610-4ac4-aa46-47d4338b537f · outbound

This paper cites Finance worker pays out $25 million after video call with deepfake ‘chief financial officer’.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Finance worker pays out $25 million after video call with deepfake ‘chief financial officer’

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:32.246644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:32.246644Z digest=sha256:c3bea9eeecd61c71d4d61233f44d092e025f7b68ecd9675b51d888e4d316ba54

Observation d09661ee-2f08-41dc-89d5-6352fe43dff4 · outbound

This paper cites Berryessa.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Berryessa

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:32.317657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:32.317657Z digest=sha256:b298070dbe8a0a3d60190fbb53d1f2aa98dbe72404e4caf437d113742b2741b2

Observation ac77e371-fdc9-401e-a5c4-c3f39953ecfa · outbound

This paper cites How AI is being abused to create child sexual abuse imagery.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection How AI is being abused to create child sexual abuse imagery

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:32.406045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:32.406045Z digest=sha256:60b6371da7270a5e4f87f3d7f2c8fc7f43b5ea1acab604f8435f7c713b409de1

Observation e57dc6da-70cd-482c-ba1f-e2f22fde8daf · outbound

This paper cites Misinformation and elections: Provisional findings from four countries in 2024.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Misinformation and elections: Provisional findings from four countries in 2024

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:32.540988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:32.540988Z digest=sha256:8f956c57ac096c78e7a2b9761e556dc93bddcf3111c9a9316ee6f26475cb28d3

Observation 5473028e-4324-4ee6-8c30-157f5ea62a02 · outbound

This paper cites Gpt-4 technical report.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Gpt-4 technical report

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:32.712775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:32.712775Z digest=sha256:5449b727cd297e20477f5a5d8add115a2efb20c0e9bb95a6d83d09423051daf1

Observation 67d6afb7-2c78-48be-bb7a-756e303b6780 · outbound

This paper cites Gemini: A family of highly capable multimodal models.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Gemini: A family of highly capable multimodal models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:32.848488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:32.848488Z digest=sha256:f96748657006a9c589cfed0afcf0556908ff5b90d186a374ca80d4da62ddf603

Observation 77332b90-fde5-427f-8c60-9d67c8a70350 · outbound

This paper cites Drct: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Drct: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:32.968686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:32.968686Z digest=sha256:05b55502ecdd018a54f8d7af2fbbf5731a226e29a6b7e99705afb7351afb1fd7

Observation f4fd8e9b-1534-4940-b598-66d617613988 · outbound

This paper cites Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.060784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.060784Z digest=sha256:bc3f8912cc014b9c0e41603581940c23a30dcf9d104f404b95ecee161018e8a7

Observation 3a18d7eb-a2f9-42ae-8cb0-6af82fb4f23d · outbound

This paper cites Deepfake-eval- 2024: A multi-modal in-the-wild benchmark of deepfakes circulated in 2024, 2025.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Deepfake-eval- 2024: A multi-modal in-the-wild benchmark of deepfakes circulated in 2024, 2025

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.210981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.210981Z digest=sha256:4d5fc0741b47227bc0e4207c5efee7904a2e8199a2d9dec105f405b3327eba81

Observation 7135c9b2-028f-4684-ae67-8fafb77ad908 · outbound

This paper cites an unresolved cited work.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.243328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.243328Z digest=sha256:1d84c86f17342987cfe3c036134cb77fed832fd49ccec699ed37405a2b9cc35d

Observation 3a314576-a019-41f8-b239-856647c431fc · outbound

This paper cites FaceForensics++: Learning to detect manipulated facial images.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection FaceForensics++: Learning to detect manipulated facial images

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.245985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.245985Z digest=sha256:3b1bfb2c59960d28f00812aabb45a57bd6d64f8a105f5777b12c42754d5acbd9

Observation f96e5cc4-ceb9-4704-bbb9-71cec3e2a9f4 · outbound

This paper cites GenImage: A million-scale benchmark for detecting AI-generated image.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection GenImage: A million-scale benchmark for detecting AI-generated image

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.249176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.249176Z digest=sha256:24be0d966730d28ad4c388567dddd3603bb6bc501706b97cc8414221dbe5e971

Observation 1781cf07-6c07-43a8-88c9-805422f79877 · outbound

This paper cites The state of deepfakes: Landscape, threats, and impact.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection The state of deepfakes: Landscape, threats, and impact

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.252093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.252093Z digest=sha256:cf2c0b0fc48e6227313d8fbe0c79275222c0300b164f99baee3d9a92b3022c58

Observation 5bc7d6af-e145-4c4f-ae92-87df6876db8b · outbound

This paper cites The 2023 state of deepfakes: Realities, threats, and impact, 2023.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection The 2023 state of deepfakes: Realities, threats, and impact, 2023

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.254445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.254445Z digest=sha256:6e76abbea866bd62ee570097c0ee46493476aad0fa2240a18110fbf8ceb422e8

Observation dbfc4b7d-4fe5-4799-97b2-cdc5ad969686 · outbound

This paper cites Fincen alert on fraud schemes involving deepfake media targeting financial institutions.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Fincen alert on fraud schemes involving deepfake media targeting financial institutions

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.257154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.257154Z digest=sha256:44cb5dedf44ed8d96ed11fd54d400f2d90284c83a07da549b4fa9d8458ee1770

Observation 58baf44a-6813-4bf8-8b84-4959e9fe0103 · outbound

This paper cites Global cybersecurity outlook 2025.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Global cybersecurity outlook 2025

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.271058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.271058Z digest=sha256:f0ef1e96c055595c581a5939c29f6c98582924ed2fe2b0904ce93ee49e0278a6

Observation c04c6ec4-70aa-4340-bfbc-f412612473d0 · outbound

This paper cites Children and deepfakes.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Children and deepfakes

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.274230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.274230Z digest=sha256:1c903e155b32f6d99e6f9aa979127ebaa6c9e1aa46002e68cfc24d20eee0d346

Observation 53ffab6f-2925-44b9-b5e3-a87ae09a4f70 · outbound

This paper cites Unmasking cybercrime: Strengthening digital identity verification against deepfakes, January 2026.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Unmasking cybercrime: Strengthening digital identity verification against deepfakes, January 2026

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.276861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.276861Z digest=sha256:30bf335a65b07dca31917acf6db04af3939c270a1dc7fa20f50b34d71307b131

Observation 173bddd2-1fed-4f1b-b060-3c76d5176c46 · outbound

This paper cites Generative adversarial nets.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Generative adversarial nets

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.279504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.279504Z digest=sha256:387dec07a5042506668aabb20cf55b766b26f6c6e101da46e4383c581136ebaa

Observation 51074500-10e6-4221-9808-f0e1a9280b1b · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection A style-based generator architecture for generative adversarial networks

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.282144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.282144Z digest=sha256:bd4ad41d26c674d70cc4190934b6bdf0df5838a8f494759a9c903e20d365630d

Observation e3b8e659-0a40-439d-ac69-a91b208a9e06 · outbound

This paper cites Analyzing and improving the image quality of StyleGAN.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Analyzing and improving the image quality of StyleGAN

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.284871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.284871Z digest=sha256:7cf27fbdbcafc54effd6fc00d8436032b5f8d62334571c85f99acafee708cabf

Observation 71d27f89-b298-4289-a889-7e69a076d8a4 · outbound

This paper cites Jain, and Pieter Abbeel.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Jain, and Pieter Abbeel

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.287399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.287399Z digest=sha256:b2ab9e8cf2d513edc59a86dda596f0a35c989ed1d08f49ce02da7005315dc517

Observation 8ef252e9-11f6-4375-a824-5e8cfb494147 · outbound

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

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection High-resolution image synthesis with latent diffusion models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.290026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.290026Z digest=sha256:f5f8d879404176ae523267e53c73ac33369f7441bd2999486c9b362bcdeea1bc

Observation b13b75a2-70ca-4533-bcad-d89246f65394 · outbound

This paper cites Fast face-swap using convolutional neural networks.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Fast face-swap using convolutional neural networks

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.292828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.292828Z digest=sha256:a865008136f6dda77bd1948741757f83024820c7df66426243cc36e7baea7d99

Observation 20fef3db-ddfc-48bd-a10d-e85eca78a3ed · outbound

This paper cites Face2face: Real-time face capture and reenactment of RGB videos.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Face2face: Real-time face capture and reenactment of RGB videos

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.295496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.295496Z digest=sha256:f967b963ae3f1678c7dd80a8fdba7a8480a47bdca6bb49b62b97a106fa49d88b

Observation 0169c81b-342e-4ca9-bd33-023276ba1417 · outbound

This paper cites Deferred neural rendering: Image synthesis using neural textures.ACM Transactions on Graphics (TOG), 38(4):66:1–66:12, 2019.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Deferred neural rendering: Image synthesis using neural textures.ACM Transactions on Graphics (TOG), 38(4):66:1–66:12, 2019

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.298311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.298311Z digest=sha256:35771391dc652ca1d4272521e97e490d47c99e894534d34739227204484b203c

Observation b131f12e-23de-4bcd-a56e-2c7d431169f8 · outbound

This paper cites DeepFakes: a New Threat to Face Recognition? Assessment and Detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection DeepFakes: a New Threat to Face Recognition? Assessment and Detection

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.300927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.300927Z digest=sha256:8d97748ce4b1c6eb40f325ed7eb4fd0bf53c54046c8273d59b821760a41d7ea9

Observation c0824274-ded3-46d1-b227-d9b3d751733f · outbound

This paper cites an unresolved cited work.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.303788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.303788Z digest=sha256:d44a8b3e6a66ef8155961ed6a7aada4003fe7570abca5e8a72d58d59f0b8a483

Observation d4abc40b-5e6e-4b93-898a-ff90baaa04f1 · outbound

This paper cites Leveraging frequency analysis for deep fake image recognition.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Leveraging frequency analysis for deep fake image recognition

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.306571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.306571Z digest=sha256:7ae8dbd30839527aa649c7ae4c2548a15c3bc32e5df307687c0d07ac1b33493e

Observation b13aeec7-f8ce-4af4-8bd5-31b9b8e3e5ba · outbound

This paper cites Watch your up-convolution: CNN based generative deep neural networks are failing to reproduce spectral distributions.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Watch your up-convolution: CNN based generative deep neural networks are failing to reproduce spectral distributions

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.309262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.309262Z digest=sha256:86fdf32603a05c1296f4edcf997b5e14f60f821a80c3086329718918a1403322

Observation b8a74e71-b743-43a6-b5f7-e0dbd7ad3ec2 · outbound

This paper cites Towards universal fake image detectors that generalize across generative models.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Towards universal fake image detectors that generalize across generative models

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.311499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.311499Z digest=sha256:ee5afbf4498dffd8aca0bee883adbbeea8a7b5e4bf565f72623c033cf3d370f0

Observation fe0c60bd-3cae-40c6-9e43-b143ac855d0e · outbound

This paper cites Raising the Bar of AI-generated Image Detection with CLIP.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Raising the Bar of AI-generated Image Detection with CLIP

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.314168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.314168Z digest=sha256:9b57f0e72c5111bafa666c38fe83d76f0f0b8b48373d7c30c9437c403933dbc1

Observation e5ced537-2270-440f-9edc-079cb93e9d55 · outbound

This paper cites DIRE for Diffusion-Generated Image Detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection DIRE for Diffusion-Generated Image Detection

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.317087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.317087Z digest=sha256:8739845d548925abed6c08a1d92bc7845454f2c978703cf70dfe22dc4a2af890

Observation 2106b688-caf2-4925-bdfa-54ada07b9a81 · outbound

This paper cites AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.319755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.319755Z digest=sha256:17f8e265a267bddc23fa6f1d35de7d72a3d0863851a314bee84e7bf52325e91a

Observation ba6431a0-0600-46aa-ab0d-b32d6607c248 · outbound

This paper cites C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake Detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake Detection

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.322777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.322777Z digest=sha256:f7eeeabecc4721877d19212b4e03fca73045ac04e75de47cbe5e13f13b21906c

Observation df04d543-bc25-4063-aa8d-2c2946c6258f · outbound

This paper cites FaceForensics: A large-scale video dataset for forgery detection in human faces.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection FaceForensics: A large-scale video dataset for forgery detection in human faces

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.328714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.328714Z digest=sha256:501a3daaf245f0fbbfe6b797ed5e41e26652a62d3e399e6bce8a996833cd7c9f

Observation 170674bf-413b-4be1-8fc1-8eb6973a2db1 · outbound

This paper cites The Deepfake Detection Challenge (DFDC) Preview Dataset.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection The Deepfake Detection Challenge (DFDC) Preview Dataset

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.331303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.331303Z digest=sha256:3a13acb8fd2a22856a7d7367e21d631125559f7c39f560bf04f154b1f8a9934e

Observation ae5462c8-ac04-48e7-9a08-4ebd9cccac85 · outbound

This paper cites The DeepFake Detection Challenge (DFDC) Dataset.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection The DeepFake Detection Challenge (DFDC) Dataset

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.334289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.334289Z digest=sha256:7a69105c530dc3b29b24633e64b2898ea5a3e124b7fe8b7fa82106ab448cd541

Observation 8e672458-88cc-4a38-a9b2-b38f5b15430b · outbound

This paper cites WildDeepfake: A challenging real- world dataset for deepfake detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection WildDeepfake: A challenging real- world dataset for deepfake detection

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.337477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.337477Z digest=sha256:701599445f55623efc96d47f9742453945972710956bc818eec37b22186fa06b

Observation db1c4728-b132-4d26-aa91-ee8353ad3d74 · outbound

This paper cites Celeb-DF: A large-scale challenging dataset for DeepFake forensics.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Celeb-DF: A large-scale challenging dataset for DeepFake forensics

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.340052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.340052Z digest=sha256:17dc5d4cd244e172b65e92e8959b0fd5dfc57bf6a51bd81802e2f9304fe3ba30

Observation e2b1323d-6fd4-4178-9ddf-a3e11b0447ac · outbound

This paper cites ForgeryNet: A versatile benchmark for comprehensive forgery analysis.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection ForgeryNet: A versatile benchmark for comprehensive forgery analysis

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.342760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.342760Z digest=sha256:d4b23a9685bd88d874fd3ee6a39150c49773376c8ce76c1b9ae7b78dc939a6d1

Observation d2293183-c1a1-4eb5-993e-711b0f453a3d · outbound

This paper cites DF40: Toward next-generation deepfake detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection DF40: Toward next-generation deepfake detection

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.345369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.345369Z digest=sha256:eed95a05a55f535ad8eee58867e3aef99309304d2544949fecdb8818ac73c376

Observation 8fb3dce8-b769-46c3-8f6b-da2b9dd26f33 · outbound

This paper cites Deepfakebench: A comprehensive benchmark of deepfake detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Deepfakebench: A comprehensive benchmark of deepfake detection

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.348137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.348137Z digest=sha256:3566bcbb740e0e4e4feb269eacafb7c8b091c29c2680c70b6e85e636027d6f34

Observation d83dd0b0-e22a-42f7-942f-a51a124b564b · outbound

This paper cites Claude opus 4.8 model card, 2026.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Claude opus 4.8 model card, 2026

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.350880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.350880Z digest=sha256:6a20cdb6ef98c0ba3d04ddc50e429d9462ac411bbed8390b6e59ffa69726fe76

Observation 3ec7b99c-7f34-4639-9430-c5239ff18abd · outbound

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

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.353966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.353966Z digest=sha256:566993c95c4f80654fd41824c1e77ba1d9d26b46368fc1b76ab31906f0c60b9b

Observation d5e2d9cd-ed0d-48f0-9966-4ac2ecbba9d4 · outbound

This paper cites Llama 4: Multimodal intelligence, openly available, 2025.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Llama 4: Multimodal intelligence, openly available, 2025

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.357032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.357032Z digest=sha256:50df626e3c2d1e7c9cb7560601d90356b7e47c221889382a1a3a570c10f92fac

Observation a50d7bcc-685a-4b4f-9094-2c7c4d10b66c · outbound

This paper cites Nemotron: Nvidia’s family of open foundation models, 2024.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Nemotron: Nvidia’s family of open foundation models, 2024

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.359528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.359528Z digest=sha256:cc174f0bd3137dd754c06fe84895b1487af1e8716af7ed82ad6801d7f9d149af

Observation 472d8a26-cbc0-4310-b3c9-ef7cc4dcb178 · outbound

This paper cites Glm: General language model family (zhipu ai / z.ai), 2024.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Glm: General language model family (zhipu ai / z.ai), 2024

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.362061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.362061Z digest=sha256:ba283801f2e646be56b78a20bdd8a9d390f9f2007618d559690e678db34d1265

Observation e55a12e0-ca5b-4007-81ce-3785a22a0a95 · outbound

This paper cites C2PA technical specification.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection C2PA technical specification

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.364777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.364777Z digest=sha256:97dd85858055c5de5ad4f2150595b7c6a6d14baef19464e3013cd0d74e377ca8

Observation 548a4aa1-f93b-42ee-a8d9-686b3b71e448 · outbound

This paper cites Content credentials: C2PA technical specification.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Content credentials: C2PA technical specification

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.367344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.367344Z digest=sha256:0dabf6b7e942b1473b33be4d95671817d53fb3f7b82f2df3c292dfc3aef1a9c0

Observation 875e60ec-b898-4f96-9684-9169452d91b4 · outbound

This paper cites Scalable watermarking for identifying large language model outputs.Nature, 634(8035):818–823, 2024.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Scalable watermarking for identifying large language model outputs.Nature, 634(8035):818–823, 2024

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.369676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.369676Z digest=sha256:df35aa6b976610fcae2679e3b36db305ce4308589f3001f1445572920f63626b

Observation 2159425a-469f-4786-baf8-556b211d3f94 · outbound

This paper cites an unresolved cited work.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.372527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.372527Z digest=sha256:fc12d2c5214e68f054f57f7fd3a92d76daabc2254ff9995631cbb09df6b76f3e

Observation 079f588c-7f0f-44b7-ab08-6b209174d60f · outbound

This paper cites RealAPI product documentation.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection RealAPI product documentation

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.374911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.374911Z digest=sha256:ca71687a05e4068b47ecc749b3c2fd18d30631808c4c403f08a83d7bd83a29fb

Observation b5ff5480-582d-469b-b9e3-854ab8bc1b14 · outbound

This paper cites Ai-generated image and video detection documentation.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Ai-generated image and video detection documentation

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.377225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.377225Z digest=sha256:4447fec49a9ce4e94393980b55a4cb8fd7a7bfbf43cb5d6ea0ad3582d9a2737b

Observation b692aac2-32fb-4050-b1a7-d21608879896 · outbound

This paper cites Ai-generated image detection API documentation.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Ai-generated image detection API documentation

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.379551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.379551Z digest=sha256:2eb9529dae1b15260dfbba01615f52a87337e1b6ba2a396d3034ef245e8ff19d

Observation f0504847-f41f-4cc8-83cd-7b5944271ab3 · outbound

This paper cites Ai image detection API documentation.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Ai image detection API documentation

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.381882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.381882Z digest=sha256:67ef9a63f656833ab0a736a439c733bc1c2b98d860ff9c38dedeffdb41297c32

Observation 3ac50b06-d716-4ac9-9f78-ba21ad1cd6ee · outbound

This paper cites Ai generated image detection (DeepScan API).

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Ai generated image detection (DeepScan API)

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.384257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.384257Z digest=sha256:c591fe3775c5ed1e86ae53e4aeaecfdad3e399932779a3bfa97b23d022fb3fe0

Observation a1deeba8-39c8-4fdc-915a-6e9db175db88 · outbound

This paper cites Deepfake detection platform.https://sensity.ai/, 2024.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Deepfake detection platform.https://sensity.ai/, 2024

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.386743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.386743Z digest=sha256:ab21d5e0c4207497632f8982834ce67a75d4df6ebd9928070218da1f054615e5

Observation 6d7e3336-e28e-4d28-89bd-3770b7150dc0 · outbound

This paper cites Ai generated image detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Ai generated image detection

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.388965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.388965Z digest=sha256:bc756f01b059525f167dfca4527a1f47c900b8c1cb378ca037884bc3311a9a60

Observation 6d12da17-db9f-4d6b-885f-09ed80a09e54 · outbound

This paper cites Image detection API reference.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Image detection API reference

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.391634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.391634Z digest=sha256:d2ca369b066442e6e9e8a608f64d6918e03248ac0794afc13f9ad65d3bc55dd1

Observation ecb7571f-d14b-4949-b8f6-83d86a079bf8 · outbound

This paper cites Intel introduces real-time deepfake detector (FakeCatcher).

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Intel introduces real-time deepfake detector (FakeCatcher)

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.393940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.393940Z digest=sha256:977639c2d45d57a32ab4254bd7c66f91c0e86611b8ccecd4fcbbba7646133877

Observation 98e115fd-aa0a-4faf-b3f4-6a2cf6fd7126 · outbound

This paper cites Poskitt, and Xingmei Wang.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Poskitt, and Xingmei Wang

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.396382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.396382Z digest=sha256:fc21c726da9b17a61e7e9a4ccc6ce7adca759fc038ffb80288880a0664cdf0dd

Observation 2e378072-dbf5-4a93-9501-d0b7d105a9c7 · outbound

This paper cites Assessment framework for deepfake detection in real-world situations, 2023.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Assessment framework for deepfake detection in real-world situations, 2023

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.398756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.398756Z digest=sha256:1ca529792a81429a3666d10d0e46c1f52c3ebe257bd30642c957a0e7e946cf53

Observation 7ff2333e-9d72-4d20-a3c2-7e21a2ea08af · outbound

This paper cites Fake or JPEG? revealing common biases in generated image detection datasets, 2024.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Fake or JPEG? revealing common biases in generated image detection datasets, 2024

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.401009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.401009Z digest=sha256:eb831d51483a6f4eed52bcb71fb189679b3371d2c5830cf9d037deffb392625f

Observation 32faa44e-bfd5-431e-86a2-ebdf648253cf · outbound

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

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection A sanity check for AI-generated image detection

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.403513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.403513Z digest=sha256:9bd71f093cbd7b64fc234b6c45e35d593d6330f1b0a17df0b086eff3d8d547b3

Observation 36732663-2f4f-4312-a252-276882d45072 · outbound

This paper cites The Adversarial AI-Art: Understanding, Generation, Detection, and Benchmarking.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection The Adversarial AI-Art: Understanding, Generation, Detection, and Benchmarking

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.407003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.407003Z digest=sha256:343998796a9b2e9f9baf5a47960fbf24c3b33751c384ad73f694c1918a49577f

Observation 0f8cbe91-ecd7-42c6-87d7-883d682b9e26 · outbound

This paper cites Organic or diffused: Can we distinguish human art from AI-generated images?https://doi.org/10.1145/3658644.3670306, 2024.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Organic or diffused: Can we distinguish human art from AI-generated images?https://doi.org/10.1145/3658644.3670306, 2024

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.409948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.409948Z digest=sha256:8dad324bf1c950c9a2b19e27b3ba5491e2321510c3a9bf2d37ffd94d7f8bea69

Observation 3b976128-531e-4785-aaa1-977e199ee8d4 · outbound

This paper cites The visual counter turing test (VCT2): A benchmark for evaluating AI-Generated image detection and the visual AI index.https://arxiv.org/abs/2411.16754, 2024.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection The visual counter turing test (VCT2): A benchmark for evaluating AI-Generated image detection and the visual AI index.https://arxiv.org/abs/2411.16754, 2024

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.412914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.412914Z digest=sha256:4eab02acf4d76be9cf57517fc955c1441129d5b7685a29fe42d9845eb64d92b2

Observation 28dd4218-b5e8-4411-895b-a0fb63aed43f · outbound

This paper cites Ai-genbench: A new ongoing benchmark for ai-generated image detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Ai-genbench: A new ongoing benchmark for ai-generated image detection

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.415803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.415803Z digest=sha256:6e3bb57a9890ddd671e867efe415842eebd06c4c09f2b101ac4d202c646f58e5

Observation 18dee6c1-8db5-4731-981c-ee5ee2af1edc · outbound

This paper cites an unresolved cited work.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Unresolved cited work

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.418448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.418448Z digest=sha256:de2c00cafaef26eba4102933e53a27e9af853279fa93aa3b7b221ba4e2d7c976

Observation 954d88b6-7071-4902-9f07-59816409a0a7 · outbound

This paper cites Adversarial deepfakes: Evaluating vulnerability of deepfake detectors to adversarial examples.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Adversarial deepfakes: Evaluating vulnerability of deepfake detectors to adversarial examples

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.421082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.421082Z digest=sha256:804ff6ae209a811c7fac4a07ec1d3628927deb115550a4f854eac140c33be714

Observation 3ca11ec9-51d0-43c2-86c3-9f62a7035f8d · outbound

This paper cites an unresolved cited work.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Unresolved cited work

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.423812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.423812Z digest=sha256:62bd4e6cca22dbd7def61bc8599602f29a3219ba4468daa3b685bc335d306b4e

Observation 13b0b637-b54e-4ae6-8ac8-04727dabdfbe · outbound

This paper cites On the foundations of noise-free selective classification.Journal of Machine Learning Research, 11(53):1605–1641, 2010.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection On the foundations of noise-free selective classification.Journal of Machine Learning Research, 11(53):1605–1641, 2010

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.426523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.426523Z digest=sha256:e4093bde2d8224087ceed93b2b2c35a64b0230702501cf98155337460a19d5e4

Observation c41f9d44-e185-47b4-999b-44d37845bd73 · outbound

This paper cites Selective classification for deep neural networks.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Selective classification for deep neural networks

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.429285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.429285Z digest=sha256:1055abb0f0460f6a2fdbfc2b6a5a170bdb3106413abd3a9c3c8ae21debdbedf2

Observation 35e8f2b9-1aa8-4667-8aee-63b80504119b · outbound

This paper cites SelectiveNet: A deep neural network with an integrated reject option.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection SelectiveNet: A deep neural network with an integrated reject option

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.431922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.431922Z digest=sha256:db4f4e51b2caa360994769ae1025ad526406fd462eaf9297e1f4b2a14ebab83b

Observation e7bcfee2-361a-40dc-a5a5-5eb9f1f33134 · outbound

This paper cites Learning and evaluating classifiers under sample selection bias.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Learning and evaluating classifiers under sample selection bias

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.435054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.435054Z digest=sha256:fb9ea3f60b72d7485c384cb0a6f8a530c3c089b588a69c6842000c42c93a5cab

Observation 14761f24-edd1-4d7f-b44a-c5b367f41f88 · outbound

This paper cites Counterfactually comparing abstaining classifiers.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Counterfactually comparing abstaining classifiers

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.438107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.438107Z digest=sha256:a9ae5e9b390d33ed36469f328e6430bd9aa98d4ca3bfc0c65f1bdf7e6bc678c4

Observation 03034c77-d16b-4a09-941f-09791fc02614 · outbound

This paper cites The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation.BMC Genomics, 21(1):6, 2020.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation.BMC Genomics, 21(1):6, 2020

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.440738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.440738Z digest=sha256:194a77e4c34dbc112d5d40f22449038f6ce4a9284111f54ca3cc2352d12b4fe2

Observation dbd28847-368d-481b-818b-0d2dc57f0167 · outbound

This paper cites Brodersen, Cheng Soon Ong, Klaas E.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Brodersen, Cheng Soon Ong, Klaas E

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.443396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.443396Z digest=sha256:1e6e5174953ad231bca0bb3cbe0099b436c8bc33ec79e0a093c86e4c2174fa8a

Observation 92db9387-99a6-4e54-bf1d-ef4515983c74 · outbound

This paper cites A systematic analysis of performance measures for classification tasks.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection A systematic analysis of performance measures for classification tasks

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.445879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.445879Z digest=sha256:3fb64550f178fce4a1b76dc53a66330f9d5ac80d56723ae2a0d12c0082a49ac7

Observation 2f998e30-b6e2-44c2-b04d-a21d82dc3b25 · outbound

This paper cites Declip: Decoupled learning for detection and localization of deepfakes.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Declip: Decoupled learning for detection and localization of deepfakes

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.448579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.448579Z digest=sha256:2f3f40f08d0ee8cc8bbef07aac67abde745a69b6670cc2cba6fd06ea9d523ebb

Observation 00836d49-0b6e-4c14-9290-2533b863f893 · outbound

This paper cites A Sanity Check for AI-generated Image Detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection A Sanity Check for AI-generated Image Detection

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.451201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.451201Z digest=sha256:b57f83a303256fd75a67aec8db3db91209a167e48b7d81504df77dbb2e0c4079

Observation d8e62703-7f3e-4ee3-8270-41066cca06ff · outbound

This paper cites Deepfake Detection that Generalizes Across Benchmarks.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Deepfake Detection that Generalizes Across Benchmarks

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.454086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.454086Z digest=sha256:6f9a7f07038c44f482b592e3da77b4f170c6392eb91c815817f0fd4885b82392

Observation 410f92a4-253b-4449-8d03-b5aba721a5ae · outbound

This paper cites Community Forensics: Using Thousands of Generators to Train Fake Image Detectors.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Community Forensics: Using Thousands of Generators to Train Fake Image Detectors

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.457422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.457422Z digest=sha256:e65bc6b5db0a9d0b7c7df074360f95df5270e6ec4060aca5de659718b7065e11

Observation 26b86651-828c-4849-a89d-15f2e0859626 · outbound

This paper cites commfor-model-384.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection commfor-model-384

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.460845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.460845Z digest=sha256:cbd1346b7377699d91fe713ae0490454080e69b25ff81f996de3170b9539f60d

Observation 2954951f-ba18-43d8-8217-c4db38dcaa6c · outbound

This paper cites Ntire2026_deepfake: Ntire 2026 challenge dinov3 ensemble.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Ntire2026_deepfake: Ntire 2026 challenge dinov3 ensemble

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.463743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.463743Z digest=sha256:fab5267e560e6a7da5cf5ff8d366274534d45d2d8d698c935c202a6b72b66b62

Observation a735ecaa-164b-479d-ae2b-6dfe0fcac5a7 · outbound

This paper cites ai_vs_real_image_detection.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection ai_vs_real_image_detection

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.466636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.466636Z digest=sha256:770cbac027ed1726b580943184c4451641f7dd1e644e9e3e5365d39276fa1bd1

Observation 359aa758-b789-4f41-97c1-f6ebdd380f89 · outbound

This paper cites ai-image-detector-siglip-dinov2.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection ai-image-detector-siglip-dinov2

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.469436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.469436Z digest=sha256:c0cd031b546f7337a102f2390db1b40d8c3e5c8a03ea95fc8d4aaca2c34122c5

Observation 758a9be5-85cc-4540-b65d-fa08c4557504 · outbound

This paper cites sdxl-detector.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection sdxl-detector

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.472053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.472053Z digest=sha256:2c95a571811b7d33ea5d8b764eeb12d176f5e9a50d64092a60870e2a29d03f9c

Observation 7f740f31-0052-41bc-b37a-12462053dcfb · outbound

This paper cites Ai-vs-deepfake-vs-real-v2.0.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Ai-vs-deepfake-vs-real-v2.0

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.474745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.474745Z digest=sha256:fc8963b415df5e1eb57a1932e951f02799fd028d87189e7eab6c8f6af9dc6348

Observation 3e110218-cdf0-46c8-9180-85991b3fbe37 · outbound

This paper cites an unresolved cited work.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Unresolved cited work

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.477837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.477837Z digest=sha256:f5b6519c395e9e2f5b36ace4219064cc3b519eb2a4683e1baa97c81516215a87

Observation d29b1044-d483-483a-a0a9-d912d0277ebd · outbound

This paper cites Ai-image-detector.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Ai-image-detector

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.481095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.481095Z digest=sha256:7e44cbdb54f644c01b813cb4de9692950bd1008b8120ef8ae5b3950015ed0219

Observation 13cfb442-05d0-41cb-8206-2f318f4e7687 · outbound

This paper cites ai-source-detector.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection ai-source-detector

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.484039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.484039Z digest=sha256:cf102709834faf72a2138403d64afe3660a209013f91be53083e1221dddcb7b4

Observation 3ef75268-aed5-45c9-9ac7-5bebf00759cf · outbound

This paper cites flux-detector-vit.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection flux-detector-vit

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.486734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.486734Z digest=sha256:906ea0df9bdeccbb3125f06360fed3fb0d09e1a3638da3965acac98f5e0aa10c

Observation ab37709f-86a0-4ddd-a1b1-52ab9c2754c2 · outbound

This paper cites deepfake-model (deepguard).

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection deepfake-model (deepguard)

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.489510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.489510Z digest=sha256:3d8e78c1640ce526928aacc7121a6c43af67b548770870be564050b2d4fa13b3

Observation b2e5d3fb-9f6e-4d34-8d38-ea6fe5540933 · outbound

This paper cites ai-image-detector-deploy.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection ai-image-detector-deploy

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.492348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.492348Z digest=sha256:a9ea7145f477a00f831a73f83c20a8c9bd6e3fa75e815f72431ac702f4cc8a3a

Observation 0601293b-28ad-4c9a-a743-8d493eb80422 · outbound

This paper cites vit-real-fake-classification-v3.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection vit-real-fake-classification-v3

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.495148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.495148Z digest=sha256:3cedb7d34006f777dc1adf50ef512caef7b2c755eafa1aa3e4d6593abb6b30d3

Observation aa5e5c58-0b63-4c71-8770-a92c9f207d72 · outbound

This paper cites ai-image-detect-distilled.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection ai-image-detect-distilled

Reference 98

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.497796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.497796Z digest=sha256:fa095c57322eba3a8c1d0520358ee6b75a47248ec64120964218149f75ca91d3

Observation 3517123f-37c2-4005-8ae0-21b719f5823f · outbound

This paper cites Opensight-communityforensics-deepfake-vit.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection Opensight-communityforensics-deepfake-vit

Reference 99

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.500407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.500407Z digest=sha256:efd1b478c469359b7b0f9b399cdfd16bc03c3f0d9eb85c3e61afd5e1ae97f6cc

Observation 051d6a37-f012-4854-a0d5-4e77a1bbd5dd · outbound

This paper cites ai-vs-human-image-detector.

VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection ai-vs-human-image-detector

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-02T08:21:33.503188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:21:33.503188Z digest=sha256:3493c89ba1036055bd5ef35bf5a62f4ed3b9cfda760bb9204da11f5701fe6d66

Pith citing papers

No inbound Pith citation observations are available.