Paper Citation Record · LEDGER

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset

As of 7 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2507.16952.

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

pith.paper-citation-record.v1
2507.16952 v2

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:02:47.945186Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T09:30:32.803273Z

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 exact2
verified fuzzy11
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 93f9e829-bf02-402a-a603-0a3034efe1af · outbound

This paper cites Collectively, these descriptive analyses confirm the EMBER dataset’s appropriateness and robustness for evaluating machine learning algorithms in malware classification tasks.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset Collectively, these descriptive analyses confirm the EMBER dataset’s appropriateness and robustness for evaluating machine learning algorithms in malware classification tasks

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.685440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation caacf338-ad1f-4dc0-8307-c499b3b07817 · outbound

This paper cites and Yousuf, M.A., 2023, May.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset and Yousuf, M.A., 2023, May

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.664501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3b6f5064-32a5-4941-a0e8-98ce5e447101 · outbound

This paper cites and Maloof, M.A., 2004, August.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset and Maloof, M.A., 2004, August

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.635897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9176baa5-b2e5-47d7-bc7d-c6be3db670de · outbound

This paper cites and Jain, V., 2014, September.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset and Jain, V., 2014, September

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.594894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d39effc5-d934-4d06-9937-2e806fa27e8e · outbound

This paper cites and Manjunath, B.S., 2011, July.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset and Manjunath, B.S., 2011, July

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.565790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 05cdd66c-5e17-4086-a595-cc8a3f4ed4c5 · outbound

This paper cites arXiv preprint arXiv:2504.09896.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset arXiv preprint arXiv:2504.09896

Reference 15

Resolution: verified exact; raw_fallback, observed 2026-08-06T15:02:48.227626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 571c034b-6738-4e85-b0bb-31833b06cec1 · outbound

This paper cites and Farooq, M., 2009, September.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset and Farooq, M., 2009, September

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.539728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 70d72d8d-e6cf-4f3d-a7c4-428624358456 · outbound

This paper cites and Pfister, T., 2021, May.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset and Pfister, T., 2021, May

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.491850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f9f36f23-1958-4f5e-9e19-ad5e3ebba9a3 · outbound

This paper cites and Gardner, C., 2019, May.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset and Gardner, C., 2019, May

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.470898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 24510f05-d129-4cc2-8e40-5bd7c80e9436 · outbound

This paper cites and Guestrin, C., 2016, August.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset and Guestrin, C., 2016, August

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.450511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a13c7f36-27a8-4cbe-8316-1552dfd5c08d · outbound

This paper cites and Jin, D., 2019, June.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset and Jin, D., 2019, June

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.418842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation caf09cb6-2081-48d1-ba2a-04d24b35a028 · outbound

This paper cites and Yousuf, M.A., 2019, September.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset and Yousuf, M.A., 2019, September

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:02:48.385073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 695e525c-9bc6-440c-a6a2-c56cf31c2d2d · outbound

This paper cites [software] Zenodo.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset [software] Zenodo

Reference 37

Resolution: verified exact; doi, observed 2026-08-06T15:02:48.010307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 48bcc56f-0a61-49fc-88af-1aae9be757d7 · outbound

This paper cites Malware Detection by Eating a Whole EXE.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset Malware Detection by Eating a Whole EXE

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:47.858607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb274189-6b8e-48bc-aa81-cef23bd5fa9a · outbound

This paper cites EMBER: An Open Dataset for Training Static PE Malware Machine Learning Models.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset EMBER: An Open Dataset for Training Static PE Malware Machine Learning Models

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-06T15:02:47.836442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07f5c8ff-fbe1-4e01-80f7-de6592a95255 · outbound

This paper cites Leveraging VAE-Derived Latent Spaces for Enhanced Malware Detection with Machine Learning Classifiers.

Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset Leveraging VAE-Derived Latent Spaces for Enhanced Malware Detection with Machine Learning Classifiers

Reference 2025

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T15:02:48.322061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 0974b7af-6501-4935-b4aa-e0ced6cc57b2 · inbound

Comparison of Multiple Classifiers for Android Malware Detection with Emphasis on Feature Insights Using CICMalDroid 2020 Dataset cites this paper.

Comparison of Multiple Classifiers for Android Malware Detection with Emphasis on Feature Insights Using CICMalDroid 2020 Dataset Evaluating Ensemble and Deep Learning Models for Static Malware Detection with Dimensionality Reduction Using the EMBER Dataset

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T09:30:32.803273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.