My research spans agentic AI safety and governance, reinforcement learning for autonomous systems, and applied AI for language, health and the geosciences. Each area lists its publications.
How consent, oversight and accountability hold up when AI systems act on people’s behalf and interact with each other.
Decision-making under uncertainty and partial observability for autonomous vehicles, robots and control.
Machine learning and control for geothermal systems: reservoir temperature, contamination and scaling.
Turkish language models, embedding benchmarks and multimodal language analysis.
Privacy-preserving and trustworthy AI for clinical prediction, medical imaging and digital twins.
Applied machine learning with industry and public partners, from livestock tracking to smart appliances.
High-fidelity simulation, computer generated forces and control (2003–2015).