Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:42:58.921815Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2508.02625.
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 2026-08-15T17:42:58.921815Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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
27 of 27 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 42de993c-8ae0-4a14-ba91-f2ad22e9548b · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Why do tree-based models still outperform deep learning on tabular data?
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ce59960-fc33-445c-80d2-db9db4e93ad7 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Why do tree-based models still outperform deep learning on tabular data?
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4473f2dd-8f0a-48b4-ba6c-2e839aeb703a · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Deep Neural Networks and Tabular Data: A Survey
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dac2164e-b21b-41b2-b3b7-f23255f6c1c5 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Kuhn and K
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation de3e93f5-54f2-442b-95c3-493d03bd9ae1 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Data preprocessing in data mining,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 063c67c2-a7c5-473b-b9da-368410bfd26a · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Handling class imbalance in medical datasets,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 32872992-47c7-4fd0-8679-b75009c53fa1 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data A survey on feature selection methods,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 31725736-19cf-4770-b1ff-c19cee5d12a7 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Feurer, A
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5def450-29f7-42d4-a4cc-722b3a334cfa · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Scikit-learn: Machine Learning in Python
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb11c2df-70be-4e9a-be18-05be7eb030d4 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data H2o automl: Scalable automatic machine learning,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f8a99a13-ca0c-4ef4-a11a-03b8cde64028 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data GAMA: A general automated machine learning assistant,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac29df29-d941-4973-bf90-4cfbc1846c85 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Evaluation of a tree-based pipeline optimization tool for automating data science,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cdf1606-b409-4ba3-9af1-9a00c84af0ac · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data TPOT2: A new graph-based implementation of the tree-based pipeline optimization tool for automated machine learning,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3c23d2b-5475-49a4-b26c-0fad48fd1fcd · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Benchmarking Automatic Machine Learning Frameworks
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe8e18f8-6979-4968-a0e9-3f2b04874b7a · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Automated Imbalanced Learning
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 646b65a6-a2a6-4f95-8dd4-c49df0c97a2c · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Benchmarking automl frameworks for disease prediction using medical claims,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3dc352fd-0f4d-4ede-a461-27c31b36a75d · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Automated machine learning: Review of the state-of-the-art and opportunities for healthcare,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9da2726-6707-440d-a018-8583f5a96afe · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data A method- ology for performing global uncertainty and sensitivity analysis in systems biology,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 85bdfef9-60c0-486a-9d64-8adffa5d219a · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Comparison of 3 methods for selecting values of input variables in the analysis of output from a computer code,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6ce7ca00-6b30-40ce-af1b-497f09d1f8e2 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Non-parametric statistics in sensitivity analysis for model output: A comparison of selected techniques,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bbb023f8-d853-442f-ae57-93c06b1cd9e3 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Examining the influence of nondimensionalization on partial rank correlation coefficient results when modeling the epithelial mesenchymal transition,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 293a75af-58f6-4535-8053-eeff6562fda4 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Building risk prediction models for type 2 diabetes using machine learning techniques,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8c24705f-a9af-4234-89b5-2a12e158bd56 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data The immunology of multiple sclerosis,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 20f19b3c-e403-4dda-9e85-6d5742f1b9c2 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Multiple scle- rosis genomic map implicates peripheral immune cells and microglia in susceptibility,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6ffdea21-0e0a-4948-9be3-121ba8f230f1 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Lifestyle and environmental factors in multiple sclerosis,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7871df91-36af-49a6-8971-854a0daec2a1 · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Rising prevalence of multiple sclerosis worldwide: Insights from the atlas of ms, third edition,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 330f2eb9-3d76-4624-b606-5dd1f54e9bce · outbound
AutoML-Med: A Framework for Automated Machine Learning in Medical Tabular Data Economic costs of diabetes in the U.S. in 2007,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
No inbound Pith citation observations are available.