Trustworthy AI for cybersecurity, focusing on networked and communications-enabled systems, agentic AI, and generative models.
Detect and attribute GAN/diffusion-generated plant images for Agriculture 4.0 cyber-biosecurity.
Context-aware dilated LSTM with attention for 4–6 hour wastewater tunnel level forecasts.
Game-theoretic, model-agnostic assurance pipeline combining explainability, fairness, and security scores for AI systems.
Deep learning and Isolation Forest pipeline to flag economic and operational anomalies in agriculture.
Competition-winning AI stack combining prediction, protection, and optimization for wastewater systems.