Paper Citation Record · LEDGER

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study

As of 16 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2412.20235.

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

pith.paper-citation-record.v1
2412.20235 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:27:32.809609Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

16 of 16 outbound references displayed

verified exact11
verified fuzzy2
unresolved3
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e8ba14d7-a2cd-4c0d-9ffc-95a4e91b7986 · outbound

This paper cites an unresolved cited work.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Unresolved cited work

Reference 1

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Source-reported events for the cited work

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Observation a8373633-aeca-4e08-937d-d135444105bd · outbound

This paper cites Sikder, M.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Sikder, M

Reference 2

Resolution: verified exact; raw_fallback, observed 2026-08-10T23:27:33.118316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 578e029a-c25b-4f7f-bad1-91c35acee5aa · outbound

This paper cites Breast Cancer Detection and Localizing the Mass Area Using Deep Learning,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Breast Cancer Detection and Localizing the Mass Area Using Deep Learning,

Reference 3

Resolution: verified exact; doi, observed 2026-08-10T23:27:32.971342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8dd54fc8-365a-4117-b7fe-6b31698c0cce · outbound

This paper cites Two-Stage Selective Ensemble of CNN via Deep Tree Training for Medical Image Classification,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Two-Stage Selective Ensemble of CNN via Deep Tree Training for Medical Image Classification,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T23:27:32.760932Z

Source-reported events for the cited work

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Observation 2d490e64-654e-47de-bbdf-cae29c93699b · outbound

This paper cites Feature fusion and Ensemble learning-based CNN model for mammographic image classification,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Feature fusion and Ensemble learning-based CNN model for mammographic image classification,

Reference 5

Resolution: verified exact; doi, observed 2026-08-10T23:27:32.958305Z

Source-reported events for the cited work

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Observation 007094a3-e19d-4bbc-a2a3-24c5bbbf2a5b · outbound

This paper cites Lung can- cer medical images classification using hybrid CNN-SVM,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Lung can- cer medical images classification using hybrid CNN-SVM,

Reference 6

Resolution: verified exact; doi, observed 2026-08-10T23:27:32.945706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 422cf1a6-05f7-4d5e-8b6e-dc0faf9e9f3e · outbound

This paper cites Transfer Learning in Breast Cancer Diagnoses via Ultrasound Imaging,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Transfer Learning in Breast Cancer Diagnoses via Ultrasound Imaging,

Reference 7

Resolution: verified exact; doi, observed 2026-08-10T23:27:32.932543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c80967e2-02f6-45e7-be33-f0f60ea66063 · outbound

This paper cites Towards a Better Understanding of Transfer Learning for Medical Imaging: A Case Study,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Towards a Better Understanding of Transfer Learning for Medical Imaging: A Case Study,

Reference 8

Resolution: verified exact; doi, observed 2026-08-10T23:27:32.918775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 85624a26-3a10-45db-9827-34d39218febd · outbound

This paper cites An Analysis on Ensemble Learn- ing optimized Medical Image Classification with Deep Convolutional Neural Networks,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study An Analysis on Ensemble Learn- ing optimized Medical Image Classification with Deep Convolutional Neural Networks,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:27:33.214943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 96974561-c531-4bbd-af64-37e921e146cc · outbound

This paper cites Neu- roNet19: an explainable deep neural network model for the classification of brain tumors using magnetic resonance imaging data,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Neu- roNet19: an explainable deep neural network model for the classification of brain tumors using magnetic resonance imaging data,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T23:27:32.785470Z

Source-reported events for the cited work

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Observation 1f1b0cf2-a03b-41e8-9c68-ffe329f526f0 · outbound

This paper cites MRI-Based Brain Tumor Classification Using Ensemble of Deep Features and Machine Learning Classifiers,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study MRI-Based Brain Tumor Classification Using Ensemble of Deep Features and Machine Learning Classifiers,

Reference 11

Resolution: verified exact; doi, observed 2026-08-10T23:27:32.897648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 68d6d07a-e7cc-44f4-bb6e-fc7535fa3679 · outbound

This paper cites An Effective Approach to Detect and Identify Brain Tumors Using Transfer Learning,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study An Effective Approach to Detect and Identify Brain Tumors Using Transfer Learning,

Reference 12

Resolution: verified exact; doi, observed 2026-08-10T23:27:32.885033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8e8a7f49-d1d9-41af-96df-c652e3269cba · outbound

This paper cites Image Fundus Classification System for Diabetic Retinopathy Stage Detection Using Hybrid CNN-DELM,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Image Fundus Classification System for Diabetic Retinopathy Stage Detection Using Hybrid CNN-DELM,

Reference 13

Resolution: verified exact; doi, observed 2026-08-10T23:27:32.870909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 39685525-3f4b-4c83-bccf-f6820312b10e · outbound

This paper cites Trans- fer Learning-Based Model for Diabetic Retinopathy Diagnosis Using Retinal Images,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Trans- fer Learning-Based Model for Diabetic Retinopathy Diagnosis Using Retinal Images,

Reference 14

Resolution: verified exact; doi, observed 2026-08-10T23:27:32.858562Z

Source-reported events for the cited work

correction dated 2024-07-31. Source: crossref record 10.3390/brainsci14080777->10.3390/brainsci12050535:correction, observed 2026-07-11T03:09:02.816087+00:00. This notice travels one citation hop only.

Observation 3c42db7d-292b-4f80-8be2-e1f2a231cb2b · outbound

This paper cites Classifying Diabetic Retinopathy using CNN and Machine Learning,.

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study Classifying Diabetic Retinopathy using CNN and Machine Learning,

Reference 15

Resolution: verified exact; doi, observed 2026-08-10T23:27:32.844864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 43fd4c8e-a1a4-4884-8259-e2866a6a9e6e · outbound

This paper cites https://www.openai.com/chatgpt (ac- cessed August 2024).

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study https://www.openai.com/chatgpt (ac- cessed August 2024)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:27:33.200119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.