Research \ ARRTECH

Research

Our research teams investigate detection, autonomy, and data protection, so that security software can be trusted as it takes on more of the work.

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At ARRTECH, we build AI to make security worth trusting.

Cyber Teams

Agentic Operations

Agentic Operations researches multi-agent investigation: how independent agents examine an event, resolve disagreement, and escalate to human judgment.

Behavioral Analytics

Behavioral Analytics researches unsupervised baselining across user and entity telemetry, spanning anomaly detection, drift, and sequence modeling.

Data Protection Engineering

Data Protection Engineering researches kernel-level classification, OCR, and forensic attribution, establishing verifiable custody of sensitive files.

Graph Intelligence

Graph Intelligence researches relational modeling of users, hosts, and processes as one dynamic graph, where lateral movement appears as structural change.

Predictive Architectures

Predictive Architectures researches forecasting models for expected behavior: autoencoders, temporal convolution, and error-compensating networks.

  • Alert volume is a drift problem

    Behavioral Analytics

  • Lateral movement as graph drift

    Graph Intelligence

  • When evidence disagrees

    Agentic Operations

  • Mean time to detect, halved

    Predictive Architectures

  • Exfiltration as entropy

    Data Protection Engineering

  • Blast radius as a graph problem

    Graph Intelligence

Publications

  • High-performance time series prediction with predictive error compensated wavelet neural networks

    IEEE Access Predictive Architectures

  • Stock price prediction using predictive error compensation wavelet neural networks

    Computers, Materials & Continua Predictive Architectures

  • Predictive error compensating wavelet neural network model for multivariable time series prediction

    TEM Journal Predictive Architectures

  • Improvement in prediction performance using predictive error compensated neural networks

    Springer Predictive Architectures
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