Profile verified 26 August 2026

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

  1. Planning for energy-aware control Active research
  2. Reliable reinforcement learning Active research
  3. Reproducible AI research software Active role at UCL

Recent publications

Deadline-Aware, Energy-Efficient Control of Domestic Immersion Hot Water Heaters

MI Khan, B Pradeep, J Brusey · arXiv preprint arXiv:2601.18123 · 2026

Design of a six wheel suspension and a three-axis linear actuation mechanism for a laser weeding robot

M Usama, MI Khan, A Hasan, MS Nadeem, KF Iqbal, J Aslam, MA Ali, ... · arXiv preprint arXiv:2512.10319 · 2025

All 4 publications

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Contact

khanm442@uni.coventry.ac.uk

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