A static-analysis-derived database containing 3.1 million decoded IOCTL codes from 27k signed Windows drivers, with additional reachability and call-graph data for 64-bit binaries.
Sift or get off the PoC: Applying information retrieval to vulnerability research with SiftRank, 2025.https://arxiv.org/abs/2512.06155
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Symbolicate-Enrich-Sample recovers symbols and call graphs from Windows binaries, enriches functions with LLM labels on reachability and risk, and produces a prioritized ~22K-function shortlist from 7.2M total via importance sampling.
citing papers explorer
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The Windows IOCTL Census: A Corpus-Scale, Multi-Architecture Database of the Driver Control-Code Surface
A static-analysis-derived database containing 3.1 million decoded IOCTL codes from 27k signed Windows drivers, with additional reachability and call-graph data for 64-bit binaries.
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Needles at Scale: LLM-Assisted Target Selection for Windows Vulnerability Research
Symbolicate-Enrich-Sample recovers symbols and call graphs from Windows binaries, enriches functions with LLM labels on reachability and risk, and produces a prioritized ~22K-function shortlist from 7.2M total via importance sampling.