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Research / Jan 2026 – Present

Behavioral Biometric Authentication System

Overview

Applied the Johnson-Lindenstrauss Lemma for secure dimensionality reduction. Designed a curriculum learning pipeline with Deep SVDD for anomaly detection, leveraging feature entropy and Optuna tuning to maximize statistical robustness and model convergence.

Tech Stack

PythonPyTorchML

Brief

Engineered a privacy-preserving authentication system using Keystroke and Mouse Trajectory (KMT) dynamics.

Exploring the boundaries of research...

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