Paper Citation Record · LEDGER

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction

As of 11 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2509.05078.

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

pith.paper-citation-record.v1
2509.05078 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:40:05.834425Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

32 of 32 outbound references displayed

verified exact2
verified fuzzy26
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d443bb50-e6ed-4c87-8570-4e534f996984 · outbound

This paper cites Zhang, F.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Zhang, F

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:13.215467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 25f0388c-2946-41bd-94c4-adef3ac9a1a7 · outbound

This paper cites Ranking facial attractiveness,.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Ranking facial attractiveness,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:13.050551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 106db694-3434-40fd-83c2-e956f5d1451a · outbound

This paper cites A comprehensive review of facial beauty prediction using deep learning techniques.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction A comprehensive review of facial beauty prediction using deep learning techniques

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:12.810251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4d7f8066-fc8f-4262-af97-a65602931357 · outbound

This paper cites The role of the golden proportion in the evaluation of facial esthetics.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction The role of the golden proportion in the evaluation of facial esthetics

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:12.632232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 628caf1c-2a99-494f-9c09-3e5b923b3cb8 · outbound

This paper cites Computation of a face attractiveness index based on neoclassical canons, symmetry, and golden ratios.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Computation of a face attractiveness index based on neoclassical canons, symmetry, and golden ratios

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:12.467258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 81e2baf4-faa5-4e3a-93d6-5ec8c818a334 · outbound

This paper cites an unresolved cited work.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:40:12.284181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f285a0c9-c529-4525-b050-86d2b757d7d0 · outbound

This paper cites An Introduction to Convolutional Neural Networks.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction An Introduction to Convolutional Neural Networks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T05:40:03.794643Z

Source-reported events for the cited work

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Observation f089a03d-e011-4f36-8bfb-c81cd0b89a1d · outbound

This paper cites Imagenet classification with deep convolutional neural networks.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Imagenet classification with deep convolutional neural networks

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:12.045102Z

Source-reported events for the cited work

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Observation 9ab11b52-4ba2-4899-a120-e27d2d7d6d92 · outbound

This paper cites an unresolved cited work.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Unresolved cited work

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c6bd3c88-d7c4-4ec0-afb8-f6160193ef60 · outbound

This paper cites Facial Beauty Prediction Using an Ensemble of Deep Convolutional Neural Networks.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Facial Beauty Prediction Using an Ensemble of Deep Convolutional Neural Networks

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:11.583855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a6477aba-d191-4eef-88c3-4899488c2819 · outbound

This paper cites Natural language processing.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Natural language processing

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:11.389679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b44e68f3-402b-48e7-87d3-00d02e97e58b · outbound

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

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T05:40:04.112345Z

Source-reported events for the cited work

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Observation 12c16363-e837-4a7a-9723-adf845ab21c7 · outbound

This paper cites Facial Beauty Prediction Using Global Context Vision Transformer,.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Facial Beauty Prediction Using Global Context Vision Transformer,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:11.179469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 631f513d-de7f-4d36-a2c8-731c4f188f7e · outbound

This paper cites Vision research, vol 48, no 2, pp.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Vision research, vol 48, no 2, pp

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:10.899397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 215e563e-e8dc-4aaf-8d96-5cf7dafb121a · outbound

This paper cites Transfer learning adaptive facial attractiveness assessment.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Transfer learning adaptive facial attractiveness assessment

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:10.666392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7cbf68b1-e657-41f0-9b66-45cd09d31171 · outbound

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

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Cao, K Choi, H Jung et al., Deep learning for facial beauty prediction

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:10.462257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 18c2ccd2-21f4-4e3f-906c-8fe08bec854a · outbound

This paper cites Label distribution-based facial attractiveness computation by deep residual learning.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Label distribution-based facial attractiveness computation by deep residual learning

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:10.221113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a53023c1-85f7-4086-a2af-6a938fbcab4b · outbound

This paper cites Dynamic attentive convolution for facial beauty prediction.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Dynamic attentive convolution for facial beauty prediction

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:10.005965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation af04a082-6446-4bf2-8003-9e8ece32d87a · outbound

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

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Regression Guided by Relative Ranking Using Convolutional Neural Network (R3CNN) for Facial Beauty Prediction

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:09.854775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6d6646b8-2a34-4659-9b09-4f4997451c1b · outbound

This paper cites EEE Access, vol.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction EEE Access, vol

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:09.547515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7910722b-fb7a-4a4e-a27d-d36d3912df9c · outbound

This paper cites Rethinking the inception architecture for computer vision.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Rethinking the inception architecture for computer vision

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:09.264260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 266312c8-c2fc-4995-88c3-d0d0f84a0bf4 · outbound

This paper cites Feature pyramid networks for object detection.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Feature pyramid networks for object detection

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:09.038169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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

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

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 2026-08-11T06:34:44.6726+00:00.

Observation 9ba958ac-1408-48a3-a957-846847e2335b · outbound

This paper cites Vision transformers for image classification: A comparative survey.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Vision transformers for image classification: A comparative survey

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:08.774177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6f2af500-b291-4033-8e87-181cbc9ba86b · outbound

This paper cites MobileViT architecture for Facial Beauty Prediction.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction MobileViT architecture for Facial Beauty Prediction

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:08.524453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 44f059ba-341c-4f31-9754-435df6e89c34 · outbound

This paper cites Facial Beauty Prediction Based on Vision Transformer.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Facial Beauty Prediction Based on Vision Transformer

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:08.247472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cd2806bd-56e1-466b-bcf5-3a7aa95b4e98 · outbound

This paper cites Liang, L.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Liang, L

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:07.989402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 54f7b201-8882-44e4-a665-8addaa8b033a · outbound

This paper cites Geometric prior guided hybrid deep neural network for facial beauty analysis.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Geometric prior guided hybrid deep neural network for facial beauty analysis

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:07.126150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6fb9d637-5295-4e75-ac0d-a22b9a81b07d · outbound

This paper cites An Uncertainty-Aware and Explainable Deep Learning Model for Facial Beauty Prediction.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction An Uncertainty-Aware and Explainable Deep Learning Model for Facial Beauty Prediction

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:06.807750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 24b11d9f-12c6-4274-b777-95dce0ad18a1 · outbound

This paper cites Mamba-CNN: A Hybrid Architecture for Efficient and Accurate Facial Beauty Prediction.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Mamba-CNN: A Hybrid Architecture for Efficient and Accurate Facial Beauty Prediction

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:40:06.020552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 090942cb-29ad-452a-8843-42896b0b42bc · outbound

This paper cites Personalized facial beauty assessment: a meta-learning approach.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Personalized facial beauty assessment: a meta-learning approach

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:06.459180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bccc4ac0-7444-4c43-a673-c06a073a7392 · outbound

This paper cites Improving Facial Attractiveness Prediction via Co-attention Learning,.

Scale-interaction transformer: a hybrid cnn-transformer model for facial beauty prediction Improving Facial Attractiveness Prediction via Co-attention Learning,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:40:06.312065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.