Anomaly Detection

Innovative research on cybersecurity anomaly datasets and model training.

A computer screen displays a portion of source code written in a programming language. The code includes comments and conditional statements, with particular emphasis on credential management.
A computer screen displays a portion of source code written in a programming language. The code includes comments and conditional statements, with particular emphasis on credential management.
Data Construction

Collaborating to collect multi-domain anomaly datasets for analysis.

A sleek, curved metal structure with a mounted security camera positioned near the top against a clear background. The image highlights the curvature and texture of the metal beam, and the camera is small yet distinct in its placement.
A sleek, curved metal structure with a mounted security camera positioned near the top against a clear background. The image highlights the curvature and texture of the metal beam, and the camera is small yet distinct in its placement.
Model Fine-tuning

Enhancing contextual reasoning using GPT-4’s API effectively.

A close-up view of advanced, military-style equipment that appears to be a surveillance or targeting system. The setup includes multiple cylindrical components suggesting a multi-barrel design and an adjacent black device resembling a camera or sensor with a lens. The background features red, vertical columns with orange tops, indicating an architectural setting.
A close-up view of advanced, military-style equipment that appears to be a surveillance or targeting system. The setup includes multiple cylindrical components suggesting a multi-barrel design and an adjacent black device resembling a camera or sensor with a lens. The background features red, vertical columns with orange tops, indicating an architectural setting.
A security camera mounted on a tall, curved pole is positioned in front of a large metal mesh structure. The background features a cloudy sky, and the scene is rendered in black and white, giving it a stark, industrial feel.
A security camera mounted on a tall, curved pole is positioned in front of a large metal mesh structure. The background features a cloudy sky, and the scene is rendered in black and white, giving it a stark, industrial feel.
Comparative Experiments

Benchmarking accuracy and generalization against previous models.

Interpretability Analysis

Visualizing feature dependencies through advanced analysis techniques.

Research

Innovative approaches to cybersecurity and data analysis.

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