Research & Articles
Scientific publications, technical analyses and reflections on AI and cybersecurity
Decoding Sound: I Built an AI Audio Analyzer & Vocoder in the Browser
Can a computer tell if you are happy or sad just by listening to your voice? I built an interactive web application to find out. Combining classic Digital Signal Processing (DSP) effects with a Random Forest Machine Learning model, this tool lets you manipulate audio physics and analyze emotional sentiment in real-time.
Graph Sparsification
GNNs are hitting a wall. Critical bottlenecks like "oversquashing" aren't flaws in the GNN model; they are flaws in the graph's topology. For years, we've tried to fix the model, but this can't create new communication channels. My Tremplin Recherche project takes a different approach: if the geometry of the graph is the problem, the only real solution is to modify the geometry itself. This research reframes sparsification as a geometric intervention to fix the graph, not just compress it.
Echoes of Innocence 2D Java Game
A 2D game developed from scratch, emphasizing robust Object-Oriented Programming (OOP) principles and optimized software architecture. This project demonstrates strong proficiency in Java and efficient performance across more than five levels. The game is published open-source on GitHub with full documentation.
Drone Fire and Smoke Detection System
A real-time fire and smoke detection system developed using a fine-tuned YOLO model. The project achieved 92% detection accuracy and was integrated with the drone navigation system , leading to a 30% reduction in false positives. This solution is designed to provide rapid and reliable information for emergency services.