Pith. sign in

Paper Citation Record · LEDGER

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection

As of 19 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2412.00665.

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

pith.paper-citation-record.v1
2412.00665 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:13:03.245129Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

49 of 49 outbound references displayed

  • verified exact0
  • verified fuzzy26
  • unresolved23
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d7e0533-95fa-4bec-aec8-8e4bcaef18f4 · outbound

This paper cites https : / / www.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection https : / / www

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.561480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.113827Z digest=sha256:9ef39ac450330c093c1e9af87010b0f0a9e6d9af0be30f5cc35e9793dade7b38

Observation 470a437c-7b39-4732-bb22-77ea5a24b1b6 · outbound

This paper cites https : / / xihe.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection https : / / xihe

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.554438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.117131Z digest=sha256:665e313deb5eb16f76be7131142196b35aa5e0868d0698a805ac76dc31f109ee

Observation 2b6a7364-fd4a-4171-a593-e52a4207b4e4 · outbound

This paper cites Photo forensics from jpeg dimples.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Photo forensics from jpeg dimples

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.547286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.119744Z digest=sha256:bee6f49fa62f0b4d35f865bb6648d8028ef1eaab865df0a368398f0271452f57

Observation 4bf00541-de97-47f4-bfc4-3956c5192578 · outbound

This paper cites Large Scale GAN Training for High Fidelity Natural Image Synthesis.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Large Scale GAN Training for High Fidelity Natural Image Synthesis

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.122676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.122676Z digest=sha256:d16bdcf5bd3e5b677669cb5784e5053f8560287248d12a15b96210dd79d9b2c8

Observation 44c08e02-c3ba-485c-b037-8a5edb5db1e1 · outbound

This paper cites Intriguing properties of syn- thetic images: from generative adversarial networks to diffu- sion models.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Intriguing properties of syn- thetic images: from generative adversarial networks to diffu- sion models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.125743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.125743Z digest=sha256:382c67cdf453c2d8dc36f42201bc1946c52540cbc21aa2c7f17a67e28c0c9f64

Observation c603cccf-32de-4923-a556-1bc21667a092 · outbound

This paper cites ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.128404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.128404Z digest=sha256:7cca7fbe113b6ec92f434bb03e5b42831df4cfdb44ea46872db594907970dd91

Observation b9d7f0c8-e954-4d52-9fdb-c73d033188f1 · outbound

This paper cites New find- ing and unified framework for fake image detection.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection New find- ing and unified framework for fake image detection

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.536662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.131235Z digest=sha256:5047ef632a4f8ed45c757ef6e74084dbd3ca03aabfff3cb6272d7aa78e359a99

Observation f1416404-71ae-4fc1-ac12-df046dc933e4 · outbound

This paper cites Diffusion models beat gans on image synthesis.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Diffusion models beat gans on image synthesis

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.133857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.133857Z digest=sha256:bc1522891d61c93094f579dc32cfd1d1090178b06bdaa6e60395517e3b2077f6

Observation b69b0dce-7de6-4da5-af36-afd553a97712 · outbound

This paper cites Leveraging fre- quency analysis for deep fake image recognition.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Leveraging fre- quency analysis for deep fake image recognition

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.525865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.136664Z digest=sha256:d7f4ed57bc3de239e5f6fe22ce24ff9d3d403e9654acde84c06bea3d1499b287

Observation eb2eb5b1-d5a9-4ea0-856b-474f08aa36fc · outbound

This paper cites Vec- tor quantized diffusion model for text-to-image synthesis.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Vec- tor quantized diffusion model for text-to-image synthesis

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.518653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.139241Z digest=sha256:921f9428e7c8ff11602302418fd1c3c8402e5c77a9057cf691ad99a6e7417b10

Observation 87f7f753-1479-402a-8611-cd48d470a661 · outbound

This paper cites Deep residual learning for image recognition.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Deep residual learning for image recognition

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.141663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.141663Z digest=sha256:2b93d8aabddf3ee2f29bacb968929b11563353753a1391140f01c52b970fb34b

Observation 759d1769-ae8c-430a-a366-6864e93c9d93 · outbound

This paper cites Denoising dif- fusion probabilistic models.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Denoising dif- fusion probabilistic models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.144351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.144351Z digest=sha256:25b2ca16cb210b2e54aa64f1b7a0ffe91ca9fe7b5473bc9e85d751a7a32bb1e8

Observation 343227cf-903f-4254-a835-58f272c2570d · outbound

This paper cites Bihpf: Bilateral high- pass filters for robust deepfake detection.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Bihpf: Bilateral high- pass filters for robust deepfake detection

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.503896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.147888Z digest=sha256:3695e00937241ab93498301cefa79ce27f80ab12592967b6b02f00743f1737b8

Observation de7adb68-2710-4040-ad13-65c5e819aaa3 · outbound

This paper cites Frepgan: robust deepfake detection using frequency- level perturbations.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Frepgan: robust deepfake detection using frequency- level perturbations

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.496415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.150506Z digest=sha256:7cf213b059be7234304e058af4bd73b1066a8faff8850a317fd98957a4c58655

Observation 95ca2cb2-b4aa-4578-9219-ad60ed34b220 · outbound

This paper cites Glff: Global and local feature fusion for ai-synthesized im- age detection.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Glff: Global and local feature fusion for ai-synthesized im- age detection

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.489198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.152947Z digest=sha256:c0e927b47bd67f880e0edc7e7f39de0d4e8e0b8b5bdee3611695dc72ba5a08f7

Observation 4c912c43-40dd-4b9a-b93b-80f5d7f7eb07 · outbound

This paper cites Diffu- sionclip: Text-guided diffusion models for robust image ma- nipulation.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Diffu- sionclip: Text-guided diffusion models for robust image ma- nipulation

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.155703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.155703Z digest=sha256:b6bc8cdd847c2cb6fb86d9ba2fac271eeb0b787fc6bef0f829837d935cbb592a

Observation a4e4307d-dab0-44f9-98a4-4b4b3080ca15 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Adam: A Method for Stochastic Optimization

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.158567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.158567Z digest=sha256:2a94b7623232d3406bdad85b5fbc983bf5cfa1471ae7a176a8d9e300c4bf5002

Observation cb56bdea-8a30-41f6-92e0-351e974d1e28 · outbound

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

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.161266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.161266Z digest=sha256:302637953e2885b4b7e4cced7abde433c355ccc361220f590d9ad7192ef22513

Observation cbce3296-e031-4bc4-b41d-617e61fd0d67 · outbound

This paper cites Iden- tification of deep network generated images using disparities in color components.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Iden- tification of deep network generated images using disparities in color components

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.478404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.163962Z digest=sha256:ec33dbeec2e46ad3e5fadf07be23627e3119dec26b07d549a90fc733c92d699f

Observation aa93762a-d90d-4ca3-8784-a80c3cf0e562 · outbound

This paper cites Detecting generated images by real images.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Detecting generated images by real images

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.470386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.167000Z digest=sha256:0d3d1ae233657e6dc9fce82f17bbcfc7fddf5ae1c2f8a04d57eb9cb49277bcc9

Observation ea538115-a4bd-432c-bcb1-ba9bf11dbc64 · outbound

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

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Forgery-aware adaptive transformer for generalizable synthetic image detection

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.169643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.169643Z digest=sha256:5f9deaf130c7a89938c91e1a03c5deb5aca6168da66e790cec60493bc07b0b95

Observation d44f3175-93de-42d5-80f3-c283ec8ee32e · outbound

This paper cites Global tex- ture enhancement for fake face detection in the wild.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Global tex- ture enhancement for fake face detection in the wild

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.458697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.173426Z digest=sha256:7bff6a2425b303f73777f4ecbf77ab2ead1b440b5173d955beb4cf1b376a1edc

Observation 9d60c011-ad13-4c10-9e3b-d5bd64da04a3 · outbound

This paper cites Gener- alizing face forgery detection with high-frequency features.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Gener- alizing face forgery detection with high-frequency features

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.450721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.176148Z digest=sha256:3410920e4eac46ca0a30508345959f0130a6ccdd087b647e6372ad063d0c00ae

Observation 8e040f57-95f3-40fb-998b-10d48fd1e04e · outbound

This paper cites Lareˆ 2: Latent reconstruction error based method for diffusion-generated image detection.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Lareˆ 2: Latent reconstruction error based method for diffusion-generated image detection

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.442963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.179221Z digest=sha256:9f9cab7df1c3647a9416cc5ed1def009edc1e725bb9e708900ec6944167c8bc5

Observation 289740fc-beab-4bc0-a77f-677c5b53d69d · outbound

This paper cites Exposing the Fake: Effective Diffusion-Generated Images Detection.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Exposing the Fake: Effective Diffusion-Generated Images Detection

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.181755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.181755Z digest=sha256:ec518e449398d33942a185124879d371d0c6d218f9ee275ab93b74dff5b5d75f

Observation 766baf13-1ee9-48fd-9a6d-1f844038dbf1 · outbound

This paper cites Detecting GAN-generated Imagery using Color Cues.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Detecting GAN-generated Imagery using Color Cues

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.184487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.184487Z digest=sha256:b5605f263831289e4156900d5a3ed8247b280b7ec61f3d0d87c6e1476b736854

Observation 29167b96-2c5f-4324-8b8f-fac65b637f95 · outbound

This paper cites Detecting gan- generated imagery using saturation cues.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Detecting gan- generated imagery using saturation cues

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.435102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.187448Z digest=sha256:d79275cc3bcc722ee7d1781787884cd903aceb5cdf2def879d2d7fca5f1c4a0e

Observation b2da50ce-9a5c-4e7c-9664-c6b78c806ac5 · outbound

This paper cites Detecting GAN generated Fake Images using Co-occurrence Matrices.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Detecting GAN generated Fake Images using Co-occurrence Matrices

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.190126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.190126Z digest=sha256:a85489d1a4d79a0c0529991ef2932d7099ec5233c9dff202f0a55c76fc6d848d

Observation 3cf93137-7549-43b3-ae89-19c84eaf1faf · outbound

This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.192932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.192932Z digest=sha256:92b8799b7e8b0039e7273201203ea19aa8d5c24fa6c62937b5ae6d5b52b67148

Observation b596cacc-937a-41a7-b84d-ef2a03d701c0 · outbound

This paper cites Towards uni- versal fake image detectors that generalize across genera- tive models.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Towards uni- versal fake image detectors that generalize across genera- tive models

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.426606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.195542Z digest=sha256:902081715531fc0f2738c0049159bdb378e78f6cd92fdce3c9bdb30df283f1f0

Observation 26063cd8-1ac3-44bb-9f05-5d76dd25c7e1 · outbound

This paper cites Pytorch: An im- perative style, high-performance deep learning library.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Pytorch: An im- perative style, high-performance deep learning library

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.198004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.198004Z digest=sha256:e7901b90c15778196b5cb1064ec9b0e191fd516840eb229ed49236ea4365e531

Observation a98b2e18-0e38-4092-a58f-ebe59e1b10ed · outbound

This paper cites Thinking in frequency: Face forgery detection by min- ing frequency-aware clues.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Thinking in frequency: Face forgery detection by min- ing frequency-aware clues

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.415516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.200529Z digest=sha256:a6bde5c558b001cce0d5c701170ebd4e89634d0fad94063586b8ed8982a52b59

Observation 402bfe24-f586-4046-b742-6d60f77e2fbc · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Learning transferable visual models from natural language supervi- sion

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.202930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.202930Z digest=sha256:2f07738b91f38ec08192efe55ce1cac55669ff9afd99bc8cc31d065194fc309a

Observation a06439f7-2edb-4a7f-84cb-35b4997a39db · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.206275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.206275Z digest=sha256:d71bd132b02726ca954c28ae4725ef1ed283312359536d4ab485d1110802e7e2

Observation 3fa3ff85-c25c-4cf3-b111-9d913def51fd · outbound

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

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection High-resolution image synthesis with latent diffusion models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.209070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.209070Z digest=sha256:7a3484a15f3cc09fb61c98fae8f786240ae09b2150d4c7006af3af65cdb1987e

Observation dbcfe850-db4e-475c-be04-5a68c8ae09ac · outbound

This paper cites Learning representations by back-propagating er- rors.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Learning representations by back-propagating er- rors

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.212028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.212028Z digest=sha256:78e5ff866ef3cb020fb320857bba63a25fd096470a6695b21e36e67422c3c7ea

Observation 5bac3805-e4e0-48b2-bfa0-1ba627d2189b · outbound

This paper cites Photorealistic text-to-image diffusion models with deep language understanding.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Photorealistic text-to-image diffusion models with deep language understanding

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.215306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.215306Z digest=sha256:626a3a81f01d9bacfcd11c49a1cc8a393e30f00bdbcdd2480cd2c9d0e3789b35

Observation be36aba7-aa47-45a8-b6f4-5c8cc400f771 · outbound

This paper cites Denoising Diffusion Implicit Models.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Denoising Diffusion Implicit Models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.217711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.217711Z digest=sha256:49bd32bd1151064ef4afcf0257654cb85f535a8c4c096f88feb3a56e80e8ce79

Observation 9521e916-7ca0-4c53-908e-218c4ee8a3a7 · outbound

This paper cites Learning on gradients: Generalized arti- facts representation for gan-generated images detection.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Learning on gradients: Generalized arti- facts representation for gan-generated images detection

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.392690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.220371Z digest=sha256:6e41d6732f236f55a05004df3940abdfb8a45ab2fe2dad4dfb4d13101409c5c1

Observation 1163a2f8-2e5a-4231-92cc-92452794baa4 · outbound

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

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Frequency-aware deepfake de- tection: Improving generalizability through frequency space domain learning

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.385424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.222807Z digest=sha256:992464a037f64d6d83e619db095eb671b7ec69ea919bef0cad466918d7ce83e8

Observation 264c637d-5b27-4a7a-b974-441e8dd26c64 · outbound

This paper cites Rethinking the up-sampling op- erations in cnn-based generative network for generalizable deepfake detection.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Rethinking the up-sampling op- erations in cnn-based generative network for generalizable deepfake detection

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.378329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.225111Z digest=sha256:d52fa53cb600f048a8fe2198893ce0cf84565290bd93fbf79a1d758c613afc91

Observation 7596d128-4158-44d5-a548-f5e14b8180e4 · outbound

This paper cites Visualizing data using t-sne.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Visualizing data using t-sne

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.370196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.227374Z digest=sha256:0934b53d72b5666412c463d3b90ac374714330a84cb813fdc956e4833fdafcb6

Observation bb49fc9c-cd74-42c5-b246-4350f41b05c6 · outbound

This paper cites Attention is all you need.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Attention is all you need

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.229746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.229746Z digest=sha256:8c1c31f94e71115d7459511cb5faf9044e6082dc869c1636731febc4915fc39e

Observation 2a1b5fb5-a1f4-4a6e-9b11-767f1a8b718d · outbound

This paper cites Cnn-generated images are surprisingly easy to spot.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Cnn-generated images are surprisingly easy to spot

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.359018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.232169Z digest=sha256:2e84b7e85695f947cf94173596df465018159fd0bcf587a38af7ecff2a0963b3

Observation bacc7d0e-c724-4c5d-952b-f82d9dd999cc · outbound

This paper cites Dire for diffusion-generated image detection.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Dire for diffusion-generated image detection

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.351697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.234438Z digest=sha256:0ba1cf7a38379488e2cf63bd987a1c948f11b2156551839d91c6bca662d64994

Observation a27659b4-8109-4d67-8ea1-b05ab7f2dc51 · outbound

This paper cites Detecting and simulating artifacts in gan fake images.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Detecting and simulating artifacts in gan fake images

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.344192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.237215Z digest=sha256:e0547d1737860d75d4b960d9f0d82e6238007376916eedb66bfd63e62041a4f3

Observation 8a76dabb-ffa2-4a0b-ab17-386cdaec3d86 · outbound

This paper cites Derivation of backpropagation in convo- lutional neural network (cnn).

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Derivation of backpropagation in convo- lutional neural network (cnn)

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.336490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.240133Z digest=sha256:e1e765d96bd564779beb62a2b7860e4a98a13a41a0f436adb012308f3286e75d

Observation d07ebf1e-bb2a-4449-a95b-25bbd7b167e0 · outbound

This paper cites Learning deep features for discrimina- tive localization.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Learning deep features for discrimina- tive localization

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-12T05:13:03.242541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:13:03.242541Z digest=sha256:6384d8d723bd332e86f3e128f59fb483b7875ccaaf56d72bb8c5f6240bb3420c

Observation c38ed178-c949-4359-94c5-144b3e31da8e · outbound

This paper cites Genimage: A million-scale benchmark for de- tecting ai-generated image.

Learning on Less: Constraining Pre-trained Model Learning for Generalizable Diffusion-Generated Image Detection Genimage: A million-scale benchmark for de- tecting ai-generated image

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T05:13:03.325027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-12T05:13:03.245129Z digest=sha256:0ea799937ddc2b08ff5b82467961101cfdc1c1de0fe418e5f53a37a39b30d290

Pith citing papers

No inbound Pith citation observations are available.