Paper Citation Record · LEDGER

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools

As of 21 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 2 inbound Pith citation observations for arXiv:1908.05557.

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

pith.paper-citation-record.v1
1908.05557 v2

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T13:12:27.414723Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:51:47.161269Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T10:34:31.806474Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy20
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fa4a1908-b33e-4191-8a6b-647a464c8b46 · outbound

This paper cites Auto-weka 2.0: Automatic model selection and hyperparameter optimization in weka,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Auto-weka 2.0: Automatic model selection and hyperparameter optimization in weka,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.771731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 38483b36-aa69-4c0f-9920-0721ad310ff8 · outbound

This paper cites The weka data mining software: An update,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools The weka data mining software: An update,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.759310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d8801f71-1d0b-4091-9c0f-66068f09d90b · outbound

This paper cites Efﬁcient and robust automated machine learning,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Efﬁcient and robust automated machine learning,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.747514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 01675076-f259-44cc-9c7f-cb37e9971de6 · outbound

This paper cites Evaluation of a tree-based pipeline optimization tool for automating data science,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Evaluation of a tree-based pipeline optimization tool for automating data science,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.735954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6a722472-5cd7-4bfd-94a4-7119497f697f · outbound

This paper cites Auto-ml: Automated machine learning for production and analytics,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Auto-ml: Automated machine learning for production and analytics,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.723447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 16d65ccb-4b36-49fd-b62a-9a49a85ce3af · outbound

This paper cites Auto-keras: An efﬁcient neural architecture search system,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Auto-keras: An efﬁcient neural architecture search system,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.711495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b2a8c107-e0ba-4d43-b62d-4d9f62ecf79b · outbound

This paper cites an unresolved cited work.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-14T13:12:27.698549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 93e759dd-f328-4607-96da-51ea7f84cbfe · outbound

This paper cites Datarobot usage examples,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Datarobot usage examples,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.686504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cb811fcd-98d3-4dd3-a104-df9e22bf0f14 · outbound

This paper cites Datarobot documentation,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Datarobot documentation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.674532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9653dc04-e4c4-4f0b-a23d-c9e4da7e8235 · outbound

This paper cites Datarobot python client,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Datarobot python client,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.662607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 67d8561b-01ca-46b8-a09a-f8803e0b7208 · outbound

This paper cites H2o.ai automl github,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools H2o.ai automl github,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.649172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 652dca45-5508-4eb5-86c0-888a30b69ecd · outbound

This paper cites H2o.ai automl documentation,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools H2o.ai automl documentation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.631581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4e60ae77-12b2-4325-a258-0c14055617d6 · outbound

This paper cites H2o-driverlessai,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools H2o-driverlessai,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.612157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8c995c6e-9393-4f05-b8e6-f3e18f994b59 · outbound

This paper cites Darwin-sparkcognition,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Darwin-sparkcognition,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.595868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 72eec6f6-bc73-4d75-937a-edcdc2b01a28 · outbound

This paper cites Google cloud automl,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Google cloud automl,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.581052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 21fd896e-a24e-43ea-9626-369257af439a · outbound

This paper cites Automated machine learning with azureml,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Automated machine learning with azureml,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.567327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation be3b46c7-bcd0-4572-ac15-4fecdf7426c9 · outbound

This paper cites Transmogrifai,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Transmogrifai,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.552092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f069d642-306b-4448-8bee-38704e36d88b · outbound

This paper cites an unresolved cited work.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-14T13:12:27.537658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 56a7e823-4e65-4d88-b520-1d788e298dd0 · outbound

This paper cites Neural architecture search with reinforcement learning,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Neural architecture search with reinforcement learning,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.523075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d5ab9629-fdda-4daf-9dcb-f48e00a1132f · outbound

This paper cites Efﬁcient neural architecture search via parameters sharing,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Efﬁcient neural architecture search via parameters sharing,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.508936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8dd861df-7e50-423b-a408-b958cb69431c · outbound

This paper cites Sequential model-based optimization for general algorithm conﬁguration,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Sequential model-based optimization for general algorithm conﬁguration,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.494293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cc366405-22f2-4785-88e3-88b77b9a00b0 · outbound

This paper cites Openml: Networked science in machine learning,.

Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools Openml: Networked science in machine learning,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T13:12:27.478114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation ff67fde4-f50c-47cc-b495-869d519acc22 · inbound

AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data cites this paper.

AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-15T10:34:31.808918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ff2e9018-65f8-4be3-9338-a0c9234abdf2 · inbound

Interpretable by Design: MH-AutoML for Transparent and Efficient Android Malware Detection without Compromising Performance cites this paper.

Interpretable by Design: MH-AutoML for Transparent and Efficient Android Malware Detection without Compromising Performance Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T21:51:47.161269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.