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.

169,051 papers · 148 categories

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3 results for “PowerShell”

AST-Based Deep Learning for Detecting Malicious PowerShellcs.SE

Hybrid approach combines ASTs and deep learning for PowerShell malware detection.

problem Detecting malicious PowerShell scripts effectively.

method Combining static program analysis (ASTs) with deep learning.

result Preliminary results show promising classification of PowerShell scripts by family type.

PowerShell Malware Detection ASTs Deep Learning Static Analysis

2018-10-03abs ↗pdf ↗

Explaining high-dimensional text classifierscs.LG

New method explains high-dimensional text classifiers.

problem Limited explainability tools for high-dimensional inputs and neural networks.

method Theoretical high-dimensional properties in neural networks.

result Improved explainability for neural network classifiers.

explainability neural networks high-dimensional text classifiers sentiment analysis

2023-11-22abs ↗pdf ↗

Attentional Heterogeneous Graph Neural Network: Application to Program Reidentificationcs.CR

DeepHGNN detects program identity changes using system behaviors.

problem Detecting program identity changes to prevent malware.

method Attentional heterogeneous graph neural network (DeepHGNN) for graph classification.

result DeepHGNN effectively identifies program identities across various metrics.

graph neural networks program reidentification intrusion detection heterogeneous graph attention mechanism

2018-12-10abs ↗pdf ↗