PhD researcher · Research software developer
Reinforcement Learning, Planning and Research Software
PhD researcher at Coventry University and Research Software Developer at UCL, working on reinforcement learning, planning, reliable control and reproducible AI research software.
I develop learning and planning methods for energy-efficient building control, with a particular focus on Monte Carlo Tree Search, PPO and SAC. My research also studies interpretable policies and the numerical behaviour that can make reinforcement learning unreliable. At UCL, I build reproducible experimental software for multi-agent LLM research.
Currently working on
- Planning for energy-aware control Active research
- Reliable reinforcement learning Active research
- Reproducible AI research software Active role at UCL
Recent publications
MI Khan, B Pradeep, J Brusey · arXiv preprint arXiv:2601.18123 · 2026
M Usama, MI Khan, A Hasan, MS Nadeem, KF Iqbal, J Aslam, MA Ali, ... · arXiv preprint arXiv:2512.10319 · 2025
Ask about my research
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