On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,181 papers · 148 categories

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2 results for “SIEM”

A Deep Belief Network Based Machine Learning System for Risky Host Detectioncs.CR

Deep Belief Network reduces false positives in risky host detection.

problem Overwhelming alerts from SIEM systems, focusing on reducing false positives.

method Combines alert information, logs, and analyst results; uses text mining and graph-based methods for feature generation; compares against various machine learning algorithms.

result Deep Belief Network outperforms other algorithms, improving detection by six times.

Deep Belief Network Machine Learning Risk Detection SIEM False Positives

2017-12-29abs ↗pdf ↗

Efficient Attack Graph Analysis through Approximate Inferencecs.CR

Attack graphs provide compact representations of the attack paths that an attacker can follow to compromise network resources by analysing network vulnerabilities and topology. These representations are a powerful tool for security risk assessment. Bayesian inference on attack graphs enables the estimation of the risk …

2016-06-22abs ↗pdf ↗