Research Design

Collaborative data collection and model fine-tuning for cybersecurity advancements.

A worn-out surveillance camera is mounted on a dark wall, partially surrounded by a nest made of twigs and debris. The setup creates an unexpected juxtaposition of technology and nature.
A worn-out surveillance camera is mounted on a dark wall, partially surrounded by a nest made of twigs and debris. The setup creates an unexpected juxtaposition of technology and nature.
A white mask with distinct black features is placed on an open server tray in a data center or server room. The server is equipped with various LED indicators and network ports, suggesting an active setup.
A white mask with distinct black features is placed on an open server tray in a data center or server room. The server is equipped with various LED indicators and network ports, suggesting an active setup.
A person with a striped shirt and a cap is standing in front of a computer screen displaying data and analytics. Another laptop is open on a desk below the monitor, and a large metallic tank with a pressure gauge is nearby.
A person with a striped shirt and a cap is standing in front of a computer screen displaying data and analytics. Another laptop is open on a desk below the monitor, and a large metallic tank with a pressure gauge is nearby.
A person wearing a symbolic mask with a dark hoodie is using a laptop. The scene is dimly lit, creating a sense of mystery and anonymity.
A person wearing a symbolic mask with a dark hoodie is using a laptop. The scene is dimly lit, creating a sense of mystery and anonymity.

Cybersecurity Research

Innovative methods for analyzing cybersecurity and public safety data.

A padlock sits atop a stack of credit cards on a keyboard, with a bluish hue and digital streaks in the background, suggesting themes of digital security and privacy.
A padlock sits atop a stack of credit cards on a keyboard, with a bluish hue and digital streaks in the background, suggesting themes of digital security and privacy.
Data Construction

Collaborating to gather multi-domain anomaly datasets for analysis.

A grayscale digital abstract representation features a human-like face with a mesh overlay and various geometric patterns and data sequences. The image combines elements of a human face with grid lines and digital noise, suggesting a blend of technology and humanity. Numbers and codes are interspersed throughout, enhancing the theme of digital interaction.
A grayscale digital abstract representation features a human-like face with a mesh overlay and various geometric patterns and data sequences. The image combines elements of a human face with grid lines and digital noise, suggesting a blend of technology and humanity. Numbers and codes are interspersed throughout, enhancing the theme of digital interaction.
Model Fine-tuning

Enhancing reasoning with adaptive GPT-4 multimodal training.

An urban scene featuring a building facade with various industrial elements. The wall is partially obscured by large ventilation ducts, some of which are rusted. Numerous wires and cables are crisscrossing in front of the structure. A security camera is mounted on a pole, indicating surveillance.
An urban scene featuring a building facade with various industrial elements. The wall is partially obscured by large ventilation ducts, some of which are rusted. Numerous wires and cables are crisscrossing in front of the structure. A security camera is mounted on a pole, indicating surveillance.
A person is viewing a map with red data points on a computer monitor, likely indicating a geographical distribution. The image has a focus on technology and data analysis.
A person is viewing a map with red data points on a computer monitor, likely indicating a geographical distribution. The image has a focus on technology and data analysis.
Comparative Experiments

Benchmarking against GPT-3.5 on accuracy and generalization.

Interpretability Analysis

Visualizing feature dependencies for better model understanding.

Research

Innovative approaches to cybersecurity and data analysis.

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