Paper Citation Record · LEDGER

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction

As of 19 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2507.20363.

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

pith.paper-citation-record.v1
2507.20363 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:38:44.356849Z

measured 32 of 32 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:40:05.032537Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T05:40:06.116416Z

Reference resolution

31 of 31 outbound references displayed

verified exact3
verified fuzzy16
unresolved12
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 45c66d8f-84f8-4725-9a62-e1bc64b8fb25 · outbound

This paper cites Zhang, F.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Zhang, F

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:50.698376Z

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.

Observation fe0a8cee-039f-47a7-ae89-2b191a52387c · outbound

This paper cites Ranking facial attractiveness,.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Ranking facial attractiveness,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:50.389655Z

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.

Observation 937c44c3-4dc1-4db2-88fd-2cdc8aab414d · outbound

This paper cites an unresolved cited work.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:38:50.181055Z

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

Observation b2060021-8f0e-4f9f-a23e-92f8dc42c9cb · outbound

This paper cites an unresolved cited work.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:38:50.005485Z

Source-reported events for the cited work

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Observation dad10357-8e84-4bd3-b01b-2f2f71a4d469 · outbound

This paper cites ”Symmetry, beauty and evolution.” Nature 372.6502 (1994): 169-172.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”Symmetry, beauty and evolution.” Nature 372.6502 (1994): 169-172

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:49.767031Z

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.

Observation c1379494-f678-49f9-84a1-d70ddeebb4a2 · outbound

This paper cites an unresolved cited work.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:38:49.436327Z

Source-reported events for the cited work

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Observation cec245a8-d736-40e2-ab9d-b8f56551f5c1 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T13:38:40.983622Z

Source-reported events for the cited work

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Observation 82359090-c4fd-49d3-89f4-ea38e526c43b · outbound

This paper cites ”Imagenet: A large-scale hierarchical image database.” 2009 IEEE con- ference on computer vision and pattern recognition.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”Imagenet: A large-scale hierarchical image database.” 2009 IEEE con- ference on computer vision and pattern recognition

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:49.217653Z

Source-reported events for the cited work

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Observation a0491d0e-4b00-41a9-995b-42d3559c9152 · outbound

This paper cites Liang, L.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Liang, L

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:48.964239Z

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.

Observation 5236a1e7-5b0f-460b-a032-0102c42455e0 · outbound

This paper cites ”MobileViT architecture for Facial Beauty Prediction.” 2024 International Conference on Telecommunications and Intelligent Systems (ICTIS).

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”MobileViT architecture for Facial Beauty Prediction.” 2024 International Conference on Telecommunications and Intelligent Systems (ICTIS)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:48.655214Z

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.

Observation d6712547-cd04-4cf9-b475-af6c72a0985e · outbound

This paper cites ”Scalable diffusion models with transformers.” Proceed- ings of the IEEE/CVF international conference on computer vision.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”Scalable diffusion models with transformers.” Proceed- ings of the IEEE/CVF international conference on computer vision

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:48.419599Z

Source-reported events for the cited work

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Observation a1bb6153-a576-451e-83f3-35fa2dd93c9f · outbound

This paper cites an unresolved cited work.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:38:48.144606Z

Source-reported events for the cited work

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Observation 446607d2-73c0-4c6c-9171-1bf422f8c5a2 · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T13:38:41.872526Z

Source-reported events for the cited work

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Observation 985ed3aa-ec5a-4e05-a077-6b76268e3108 · outbound

This paper cites ”Facial Beauty Prediction Based on Vision Transformer.” International Journal of Electrical and Electronic Engineering and Telecommunications, ISSN (2023): 2319-2518.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”Facial Beauty Prediction Based on Vision Transformer.” International Journal of Electrical and Electronic Engineering and Telecommunications, ISSN (2023): 2319-2518

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:47.886118Z

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.

Observation 1fea0762-a1eb-416e-94e5-9884636cee07 · outbound

This paper cites Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:38:45.244329Z

Source-reported events for the cited work

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Observation 9b16bb75-5fff-42f7-a01e-a72cffc04da2 · outbound

This paper cites ”Denoising diffusion probabilistic models.” Advances in neural information processing systems 33 (2020): 6840-6851.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”Denoising diffusion probabilistic models.” Advances in neural information processing systems 33 (2020): 6840-6851

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:47.594927Z

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.

Observation 30bf6998-b968-4056-a29d-0ef9fc252b94 · outbound

This paper cites an unresolved cited work.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:38:47.385803Z

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.

Observation f0747c46-303c-4db7-a444-0d6c823b0155 · outbound

This paper cites Eddine Boukhari, A.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Eddine Boukhari, A

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:47.140118Z

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.

Observation c9c0c0d9-ee11-48af-9aa5-e9532a083f93 · outbound

This paper cites ”Diverse Dataset for Eyeglasses Detection: Extending the Flickr- Faces-HQ (FFHQ) Dataset.” Sensors 24.23 (2024): 7697.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”Diverse Dataset for Eyeglasses Detection: Extending the Flickr- Faces-HQ (FFHQ) Dataset.” Sensors 24.23 (2024): 7697

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:46.918884Z

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.

Observation f5ff1448-4b05-45d3-a00f-07d5feee7e57 · outbound

This paper cites an unresolved cited work.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Unresolved cited work

Reference 20

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Source-reported events for the cited work

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Observation 56f0a51c-ccff-490c-b2da-621775d271ce · outbound

This paper cites an unresolved cited work.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Unresolved cited work

Reference 21

Resolution: verified exact; doi, observed 2026-08-06T13:38:44.596467Z

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.

Observation f748b6e5-5e41-42bb-ad00-e6b03e355a2c · outbound

This paper cites IEEE International Conference on Systems, Man, and Cybernetics, Hong Kong, China, pp.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction IEEE International Conference on Systems, Man, and Cybernetics, Hong Kong, China, pp

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T13:38:43.218002Z

Source-reported events for the cited work

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Observation d74a7e25-48da-4b67-94a8-2dcdd3c56de0 · outbound

This paper cites an unresolved cited work.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:38:46.755445Z

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.

Observation 4bec44f8-4153-4cbf-b184-4703084915b7 · outbound

This paper cites EEE Access, vol.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction EEE Access, vol

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T13:38:43.547754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7569b932-6e87-4c75-89e4-3ac293703676 · outbound

This paper cites Transfer learning adaptive facial attractiveness assessment.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Transfer learning adaptive facial attractiveness assessment

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T13:38:43.655438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a3d4221-6dda-4f14-a852-4b8600656ea0 · outbound

This paper cites ”Facial Beauty Prediction Using an Ensemble of Deep Convolutional Neural Networks.” Engineering Proceedings 56.1 (2023): 125.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”Facial Beauty Prediction Using an Ensemble of Deep Convolutional Neural Networks.” Engineering Proceedings 56.1 (2023): 125

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:46.402327Z

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.

Observation a5175afd-dae7-4f95-bdd8-fcf7f5a4727a · outbound

This paper cites ”Aggregated residual transformations for deep neural networks.” Pro- ceedings of the IEEE conference on computer vision and pattern recognition.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”Aggregated residual transformations for deep neural networks.” Pro- ceedings of the IEEE conference on computer vision and pattern recognition

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:46.062771Z

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.

Observation a8fb1c36-7436-471d-a975-7331e0305bee · outbound

This paper cites Cao, K Choi, H Jung et al., Deep learning for facial beauty prediction.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Cao, K Choi, H Jung et al., Deep learning for facial beauty prediction

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T13:38:44.052631Z

Source-reported events for the cited work

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Observation 61bcd078-14eb-4557-9c0a-2674544750ae · outbound

This paper cites ”Label distribution-based facial attractiveness computation by deep residual learning.” IEEE Transactions on Multimedia 20.8 (2017): 2196-2208.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”Label distribution-based facial attractiveness computation by deep residual learning.” IEEE Transactions on Multimedia 20.8 (2017): 2196-2208

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:45.870470Z

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.

Observation a48a7895-141c-497a-b3bb-05e3d89ce788 · outbound

This paper cites ”Dynamic attentive convolution for facial beauty prediction.” IEICE TRANSACTIONS on Information and Systems 107.2 (2024): 239-243.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction ”Dynamic attentive convolution for facial beauty prediction.” IEICE TRANSACTIONS on Information and Systems 107.2 (2024): 239-243

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:45.682359Z

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.

Observation 0d9c4afe-3f01-4422-a1df-87c8a5f2c091 · outbound

This paper cites Regression Guided by Relative Ranking Using Convolutional Neural Network (R3CNN) for Facial Beauty Prediction.

Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction Regression Guided by Relative Ranking Using Convolutional Neural Network (R3CNN) for Facial Beauty Prediction

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:38:45.481008Z

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.

Pith citing papers

Observation 9a2b2066-7419-47f1-91d7-49600b907d99 · inbound

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction cites this paper.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Generative Pre-training for Subjective Tasks: A Diffusion Transformer-Based Framework for Facial Beauty Prediction

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:40:06.190512Z

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.