Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T04:56:43.680754Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2502.03386.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T04:56:43.680754Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
21 of 21 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 18bfc459-abe2-419e-b3ba-b1dee3de802c · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Survival prediction across diverse cancer types using neural networks
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13cb969e-59c9-4cc8-a00a-037b93002580 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Time-Series Nested Reinforcement Learning for Dynamic Risk Control in Nonlinear Financial Markets,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d77c1c8-d9ea-43fe-bece-bfa1bb2928a8 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Credit Default Prediction with Machine Learning: A Comparative Study and Interpretability Insights
Reference 3
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.
Observation d4952a64-175a-4925-93c5-77463167d074 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Artificial Intelligence- Driven Risk Assessment and Control in Financial Derivatives: Exploring Deep Learning and Ensemble Models,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d905fcd-484c-4178-9300-2d2edd1bbcba · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Deep Learning-Based Gesture Key Point Detection for Human-Computer Interaction Applications,
Reference 5
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.
Observation f09384dc-8553-499d-b225-a7307747f717 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Feature selection in the data stream based on incremental Markov boundary learning,
Reference 6
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.
Observation 9dbf8f42-1554-431a-b5aa-1443fcd87f1d · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models MC-RGN: Residual Graph Neural Networks based on Markov Chain for sequential recommendation,
Reference 7
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.
Observation a8664e55-2325-4176-a497-f6e37eea72c8 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models A modern approach to transition analysis and process mining with Markov models in education,
Reference 8
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.
Observation 9eefebc2-3428-4ea2-a8ce-6887923d1231 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Data mining techniques for web mining: a survey,
Reference 9
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.
Observation 7ce797e5-c2c2-4a81-adf9-bc9355fb611d · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Leveraging Generative Adversarial Networks for Addressing Data Imbalance in Financial Market Supervision
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51564057-9756-4465-8ec9-40792fdf2c39 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Collaborative Optimization in Financial Data Mining Through Deep Learning and ResNeXt
Reference 11
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.
Observation 432bcc6a-4860-421c-9c7b-9ccadc94916c · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Robust Graph Neural Networks for Stability Analysis in Dynamic Networks,
Reference 12
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.
Observation e12c66c0-f0fd-4d4b-9a98-1224852fd3db · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models The Synergistic Role of Deep Learning and Neural Architecture Search in Advancing Artificial Intelligence,
Reference 13
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.
Observation b7b5271f-3fec-455c-846e-ef68743080a3 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Reinforcement Learning-Based Q-Learning Approach for Optimizing Data Mining in Dynamic Environments
Reference 14
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.
Observation 33c63580-2b28-4084-ac82-c04788010a42 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Advanced Risk Prediction and Stability Assessment of Banks Using Time Series Transformer Models
Reference 15
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.
Observation d7e35faf-64aa-426e-85ea-35ea8681146f · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Mining Multimodal Data with Sparse Decomposition and Adaptive Weighting,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 757bee1a-8fd4-400e-91cb-89158e2b87f8 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Machine Learning Techniques for Pattern Recognition in High-Dimensional Data Mining
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f650016b-778f-4b69-a4a0-0fbe6b017ac3 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Heart disease prediction using logistic regression and random forest classifier,
Reference 18
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.
Observation 604aba4d-f7f9-4fa8-ad48-a617f565c15c · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Hybrid data mining technique based breast cancer prediction,
Reference 19
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.
Observation 6830f469-6d0f-4062-8677-c3e95c8fe665 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models What is the best predictor of word difficulty? A case of data mining using random forest,
Reference 20
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.
Observation e1423472-a52a-46f8-b977-4e8c60fc78f7 · outbound
A Structured Reasoning Framework for Unbalanced Data Classification Using Probabilistic Models Enterprise marketing strategy using big data mining technology combined with XGBoost model in the new economic era,
Reference 21
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.
No inbound Pith citation observations are available.