Structural Anomalies in a Windows 10/11 System Binary Corpus: Cross-Build Outliers and an inpoutx64.sys Case Study

Windows system binaries form a large and evolving population whose deviations from structural and security convention are difficult to observe at corpus scale. This paper presents a corpus-scale study of structural anomalies within the shared 15,695-binary Windows 10/11 corpus, examining binaries and binary clusters whose properties depart from corpus-wide convention, including an extended case study of inpoutx64.sys, a kernel-mode driver whose anomalies extend into questions of provenance, capability, and trust infrastructure. The results demonstrate how corpus-wide structural baselines can surface anomalies, and their security implications, that are difficult to identify through manual, single-binary inspection alone.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-30
DOI
https://doi.org/10.5281/zenodo.23069474
Primary Topic
Software Engineering Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Structural Anomalies in a Windows 10/11 System Binary Corpus: Cross-Build Outliers and an inpoutx64.sys Case Study

Abdelrahman Khalid
Zenodo (CERN European Organization for Nuclear Research)
Software Engineering Research
article

Structural Anomalies in a Windows 10/11 System Binary Corpus: Cross-Build Outliers and an inpoutx64.sys Case Study

Abdelrahman Khalid
article en

Abstract

Windows system binaries form a large and evolving population whose deviations from structural and security convention are difficult to observe at corpus scale. This paper presents a corpus-scale study of structural anomalies within the shared 15,695-binary Windows 10/11 corpus, examining binaries and binary clusters whose properties depart from corpus-wide convention, including an extended case study of inpoutx64.sys, a kernel-mode driver whose anomalies extend into questions of provenance, capability, and trust infrastructure. The results demonstrate how corpus-wide structural baselines can surface anomalies, and their security implications, that are difficult to identify through manual, single-binary inspection alone.

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 4%
Software Engineering Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.