Paper Citation Record · LEDGER

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications

As of 17 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 2 inbound Pith citation observations for arXiv:2412.18222.

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

pith.paper-citation-record.v1
2412.18222 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:57:17.559018Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:57:30.328469Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-09T00:42:49.831163Z

Reference resolution

18 of 18 outbound references displayed

verified exact0
verified fuzzy7
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1885c4fe-2f01-4b45-9e05-1ffe5693c71c · outbound

This paper cites Proposing an innovative real-time monitoring approach for the parameter stability of credit-default prediction model,.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Proposing an innovative real-time monitoring approach for the parameter stability of credit-default prediction model,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:57:18.098164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 45fcc6ec-07a7-4a4c-9f6c-02020a453929 · outbound

This paper cites Self- Supervised Graph Neural Networks for Enhanced Feature Extraction in Heterogeneous Information Networks.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Self- Supervised Graph Neural Networks for Enhanced Feature Extraction in Heterogeneous Information Networks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.453007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7835e4f7-9cf0-4126-b914-d0f76ee0ebee · outbound

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

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Comparison of Tree-Based Feature Selection Algorithms on Biological Omics Dataset,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.459412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5fc1708-3dfd-4db4-8bc6-6e3c938b29b1 · outbound

This paper cites Enhancing Credit Card Default Prediction: Prioritizing Recall Over Accuracy,.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Enhancing Credit Card Default Prediction: Prioritizing Recall Over Accuracy,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:57:18.016984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3f3f6184-1beb-4911-8f42-d919f7a71d10 · outbound

This paper cites Micro and small enterprises default risk portrait: evidence from explainable machine learning method,.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Micro and small enterprises default risk portrait: evidence from explainable machine learning method,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:57:17.993511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5e8de82b-df99-48b9-ba89-b2f5a8ccf249 · outbound

This paper cites Analyze the Impact of the Epidemic on New York Taxis by Machine Learning Algorithms and Recommendations for Optimal Prediction Algorithms,.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Analyze the Impact of the Epidemic on New York Taxis by Machine Learning Algorithms and Recommendations for Optimal Prediction Algorithms,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.479722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 867be600-1480-402f-8cf6-0f068c9f1944 · outbound

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

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Comprehensive Evaluation of Multimodal AI Models in Medical Imaging Diagnosis: From Data Augmentation to Preference-Based Comparison

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.486732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b485f9ea-6164-4ec1-a655-f753ef93c1b6 · outbound

This paper cites Improving the RAG- based Personalized Discharge Care System by Introducing the Memory Mechanism.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Improving the RAG- based Personalized Discharge Care System by Introducing the Memory Mechanism

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.493011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 511019c7-c5f3-412d-8f06-0e4e4232e857 · outbound

This paper cites Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.498679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d640eb79-2fc0-4073-a8f3-11d3c18cc5f1 · outbound

This paper cites Integrative Analysis of Financial Market Sentiment Using CNN and GRU for Risk Prediction and Alert Systems.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Integrative Analysis of Financial Market Sentiment Using CNN and GRU for Risk Prediction and Alert Systems

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.505692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d9f1213-2c4a-4623-aec3-47d7860429d9 · outbound

This paper cites Stock Type Prediction Model Based on Hierarchical Graph Neural Network.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Stock Type Prediction Model Based on Hierarchical Graph Neural Network

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.511389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e6d8b3b-cb11-4b1c-a592-415487808df6 · outbound

This paper cites Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.517019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a103e032-4766-43a0-87a5-2ba1ae22aa4b · outbound

This paper cites LoRA-LiteE: A Computationally Efficient Framework for Chatbot Preference-Tuning.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications LoRA-LiteE: A Computationally Efficient Framework for Chatbot Preference-Tuning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.523439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a51bead-6bb9-4736-b042-d6fde573a8bf · outbound

This paper cites Investigation of Creating Accessibility Linked Data Based on Publicly Available Accessibility Datasets.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Investigation of Creating Accessibility Linked Data Based on Publicly Available Accessibility Datasets

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T04:57:17.528622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf8edc8c-6f3b-40b8-b404-46d259587181 · outbound

This paper cites Comparing the performance of random forest with decision tree and logistic regression algorithm in loan default prediction,.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Comparing the performance of random forest with decision tree and logistic regression algorithm in loan default prediction,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:57:17.936401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0892b307-ae05-4ca9-83ad-b7b6173fb0bf · outbound

This paper cites Loan Default Prediction Based on Logistic Regression and XGBoost Modeling,.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Loan Default Prediction Based on Logistic Regression and XGBoost Modeling,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:57:17.907425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ca75e004-d941-490c-a21e-400cccc2fd05 · outbound

This paper cites Predicting Loan Default: A Comparative Analysis of Multiple Machine Learning Models,.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Predicting Loan Default: A Comparative Analysis of Multiple Machine Learning Models,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:57:17.882352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 425b09a0-1436-4f2c-a2fe-430457d60656 · outbound

This paper cites Credit Card Approval Prediction: A comparative analysis between Logistic Regression, KNN, Decision Trees, Random Forest, XGBoost,.

Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications Credit Card Approval Prediction: A comparative analysis between Logistic Regression, KNN, Decision Trees, Random Forest, XGBoost,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:57:17.857492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation b9f243bb-abd7-4e6f-ba7a-0eb061c58602 · inbound

Multi-Level Attention and Contrastive Learning for Enhanced Text Classification with an Optimized Transformer cites this paper.

Multi-Level Attention and Contrastive Learning for Enhanced Text Classification with an Optimized Transformer Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T15:57:30.328469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2cd91d7-5a57-46ef-a199-312e6f3431ea · inbound

Graph Neural Network-Driven Hierarchical Mining for Complex Imbalanced Data cites this paper.

Graph Neural Network-Driven Hierarchical Mining for Complex Imbalanced Data Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-09T00:42:49.838280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.