IWS Challenge 2022: Integrated AI for Water Systems
Published:
Competition-winning AI stack combining prediction, protection, and optimization for wastewater systems.
Portfolio
DeepAg: Precision Farming Anomaly Detection
Published:
Deep learning and Isolation Forest pipeline to flag economic and operational anomalies in agriculture.
Model-Agnostic Assurance (ALSP)
Published:
Game-theoretic, model-agnostic assurance pipeline combining explainability, fairness, and security scores for AI systems.
cP2O: Context-Aware Water Level Forecasting
Published:
Context-aware dilated LSTM with attention for 4–6 hour wastewater tunnel level forecasts.
Adversarial Image Detection in Agriculture
Published:
Detect and attribute GAN/diffusion-generated plant images for Agriculture 4.0 cyber-biosecurity.
Agentic AI Security
Published:
Trustworthy AI for cybersecurity, focusing on networked and communications-enabled systems, agentic AI, and generative models.