Pith. sign in

Paper Citation Record · LEDGER

Multi-Scale Transformer Architecture for Accurate Medical Image Classification

As of 10 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2502.06243.

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

pith.paper-citation-record.v1
2502.06243 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T16:19:18.656746Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

23 of 23 outbound references displayed

  • verified exact6
  • verified fuzzy12
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 67e5ca55-7db3-4c30-9f4e-dcfc8a4650c4 · outbound

This paper cites Skin lesion classification for melanoma using deep learning,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Skin lesion classification for melanoma using deep learning,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:19.212002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.368143Z digest=sha256:fc3c7ee7c2000ece577222a0b44f7cf0a09166bcd2a3db2d79e9eeb34845fb28

Observation ef583995-0d4d-45e3-b5d4-0631afe3e3c1 · outbound

This paper cites Conditional adversarial segmentation and deep learning approach for skin lesion sub-typing from dermoscopic images,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Conditional adversarial segmentation and deep learning approach for skin lesion sub-typing from dermoscopic images,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:19.106228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.395737Z digest=sha256:49ac37ba13725200c3a7b38cc94b4fdf240d26d58ce5ae7e7ce7e41b0c2c25a4

Observation 74c85b65-108f-428b-9992-da854289dcc2 · outbound

This paper cites Dynamic Scheduling Strategies for Resource Optimization in Computing Environments.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Dynamic Scheduling Strategies for Resource Optimization in Computing Environments

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-08T16:19:18.892731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.427629Z digest=sha256:0dfff4cd908aefd0f2a335cefb1388a86d12defe1d72a715abe50a64c8c54b9d

Observation 04d3ab00-52a7-4ac3-8072-4e7fd749e425 · outbound

This paper cites A quantum -inspired deep learning model for skin lesion classification,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification A quantum -inspired deep learning model for skin lesion classification,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:19.024327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.431503Z digest=sha256:2cbd766f676bf2d89a6df5e0f3e0c2ca9e3fa49b90552fca9c77aa6fead92c3a

Observation deddb37c-ef9b-4687-b667-16b0d878543b · outbound

This paper cites Optimizing Skin Lesion Classification via Multimodal Data and Auxiliary Task Integration.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Optimizing Skin Lesion Classification via Multimodal Data and Auxiliary Task Integration

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-08T16:19:18.797111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.435190Z digest=sha256:b80b00175f59a51df80a9ca5150ce2703217da1260e70b37a6368bdcd72643b2

Observation b97fc49b-beb3-4836-b2b1-48146d0dfe5f · outbound

This paper cites Development, application and utility of a machine learning approach for melanoma and non -melanoma lesion classification using counting box fractal dimension,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Development, application and utility of a machine learning approach for melanoma and non -melanoma lesion classification using counting box fractal dimension,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:18.990690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.439552Z digest=sha256:c25b0b9cddd5a63936a73fee657db0ef45c36f1779b2724e880a8d1231d710b3

Observation da93bad9-90cd-4451-9024-c629cafa2f4e · outbound

This paper cites Comparison of Tree -Based Feature Selection Algorithms on Biological Omics Dataset,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Comparison of Tree -Based Feature Selection Algorithms on Biological Omics Dataset,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:18.981924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.442951Z digest=sha256:99d21bf29f9dd4d22bd62f5e0b157e8b15350e0e51fcafa99809704d87b4f182

Observation e83a6ccb-df6b-4d46-a85a-1acd69fa3bab · outbound

This paper cites Adversarial Attack Against Images Classification based on Generative Adversarial Networks.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Adversarial Attack Against Images Classification based on Generative Adversarial Networks

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-08T16:19:18.445840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:19:18.445840Z digest=sha256:37a8873cbef6b62a8e75ea19b29a65b242d45b45e715bd2783b2cc778f6f3851

Observation 6f827147-e9aa-4856-85de-77bfe5ba4a41 · outbound

This paper cites Scaling -up medical vision -and- language representation learning with federated learning,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Scaling -up medical vision -and- language representation learning with federated learning,

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-08T16:19:18.449377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:19:18.449377Z digest=sha256:51c0193e636d6c5380224b4d919338647dd97a81c577958fc89f293271db790b

Observation f42bbc71-894b-4e70-9bf5-45547fa117fd · outbound

This paper cites Convolutional neural network classification of cancer cytopathology images: taking breast cancer as an example,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Convolutional neural network classification of cancer cytopathology images: taking breast cancer as an example,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:18.967194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.452423Z digest=sha256:731a767708a4d39d70c35ec426a476f812ae5aa201888d61c1d50b899669482e

Observation d8ee726e-49c7-495f-9dce-17eb0479e987 · outbound

This paper cites Breast cancer image classification method based on deep transfer learning,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Breast cancer image classification method based on deep transfer learning,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:18.956739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.455545Z digest=sha256:f9e263ae5ae465e6198585d041221252de0267f4d9c378d726a68a214f246d13

Observation f8c433e0-57d9-4f71-8433-a67efa41a3b2 · outbound

This paper cites Performance Boost in Deep Neural Networks: Improved ResNext50 for Complex Image Datasets,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Performance Boost in Deep Neural Networks: Improved ResNext50 for Complex Image Datasets,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:18.947061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.459641Z digest=sha256:d2a5306089bba2805abecdb3e71d0aa279f6eb82ed88626628089df58f95a006

Observation c6ad87b0-9e0e-4941-b14f-18b79a628f94 · outbound

This paper cites Mining Multimodal Data with Sparse Decomposition and Adaptive Weighting,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Mining Multimodal Data with Sparse Decomposition and Adaptive Weighting,

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-08T16:19:18.462881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:19:18.462881Z digest=sha256:4ca578ad2f235b6562472c89344d51b727846bcd6bf4f5ca64b2a4769cad4f26

Observation 1db69827-6ecb-4109-b6ff-002784a7267f · outbound

This paper cites Feature Alignment-Based Knowledge Distillation for Efficient Compression of Large Language Models.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Feature Alignment-Based Knowledge Distillation for Efficient Compression of Large Language Models

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-08T16:19:18.737208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.465692Z digest=sha256:0fb05a20e67d0587ddc7f156e59e1dd5c877ce23fd71f093b586a0a9e57e76df

Observation 32d1a750-0460-42eb-b7ae-a936708cc833 · outbound

This paper cites A Matrix Logic Approach to Efficient Frequent Itemset Discovery in Large Data Sets.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification A Matrix Logic Approach to Efficient Frequent Itemset Discovery in Large Data Sets

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-08T16:19:18.724208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.499654Z digest=sha256:1ab36768f1f4c5577153e876da310e77dce5f703efdadff90c9ab869ca44f90e

Observation c17d0bb6-4954-46f2-8f5a-47f8c45fc28a · outbound

This paper cites Dynamic User Interface Generation for Enhanced Human-Computer Interaction Using Variational Autoencoders.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Dynamic User Interface Generation for Enhanced Human-Computer Interaction Using Variational Autoencoders

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-08T16:19:18.711501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.540580Z digest=sha256:848c21121d1b9fd25483b55ba65f53ac102da85b8c5d4001dd76f3a1c76512c4

Observation 45e9de05-5389-4aef-b621-e44cd85e3626 · outbound

This paper cites Contextual Analysis Using Deep Learning for Sensitive Information Detection,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Contextual Analysis Using Deep Learning for Sensitive Information Detection,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:18.931893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.580853Z digest=sha256:0f583773a7e864aa1b20cb6d202578e4591ff5ec2e62c0e39caacd6e14995d8f

Observation 557743bf-b57e-4070-85b0-56cdffbb9e76 · outbound

This paper cites Machine Learning Techniques for Pattern Recognition in High-Dimensional Data Mining.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Machine Learning Techniques for Pattern Recognition in High-Dimensional Data Mining

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-08T16:19:18.583647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:19:18.583647Z digest=sha256:78ba9bf3be28463199507cdac7350f1fa0ebf1f24cb7f1f3c1323813dc639339

Observation 328661ed-1577-499c-adb3-d78b4ea74dfe · outbound

This paper cites Comprehensive Evaluation of Multimodal AI Models in Medical Imaging Diagnosis: From Data Augmentation to Preference-Based Comparison.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Comprehensive Evaluation of Multimodal AI Models in Medical Imaging Diagnosis: From Data Augmentation to Preference-Based Comparison

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-08T16:19:18.586735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:19:18.586735Z digest=sha256:7a3efc2780264e26445c3767722178fe569b4652acc8bc0d3b5e4341962405d4

Observation 539dc2a8-7b17-4d80-9377-00b5a030c599 · outbound

This paper cites Survival prediction across diverse cancer types using neural networks.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Survival prediction across diverse cancer types using neural networks

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:18.922486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.589959Z digest=sha256:1afe76ac6385aa9452585bbe42ce640d8fb5387aca0de2dab097df35b8648382

Observation fb88d5b3-5dd0-4029-a14a-6ec18d07e256 · outbound

This paper cites Transformers in vision: A survey,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Transformers in vision: A survey,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:18.913118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.650600Z digest=sha256:ea56bbcea59d3c49f2fb603b62ca146d746a65a6b5107237750e81806e361d8d

Observation 141ae286-eafa-4bb3-a8eb-880ba5b7bfba · outbound

This paper cites Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-08T16:19:18.683051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.653753Z digest=sha256:fa28c624c1e4f4c4ea280688c0c24baaac59c388c92d8c11d2db17480cdefb09

Observation 6d7bb907-0045-4864-bda8-11659a2afb07 · outbound

This paper cites SE -ResNeXt-50-CNN: A Deep Learning Model for Lung Cancer Classification,.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification SE -ResNeXt-50-CNN: A Deep Learning Model for Lung Cancer Classification,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T16:19:18.903724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.656746Z digest=sha256:b9cfe82a05601197297f5d7a2dabf9ec9cf3eeb3c2dd261d0387b1de7253dc98

Pith citing papers

No inbound Pith citation observations are available.