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Research

Current research direction

My current work is focused on developing the mathematical, machine-learning, and robotics foundations required to investigate intelligent autonomous systems, with particular interest in embodied AI, robot learning, computer vision, and multimodal perception.

This page is intentionally sparse. Investigations appear here once they have a research question, a method, and something a reader can check — not before.

Read the full research programme

Areas I'm exploring

Interests, not claims of expertise. They are expected to narrow as the work does.

Embodied AI
How intelligent agents can perceive, reason about, and interact with physical environments.
Robot Learning
Learning policies and representations for perception, navigation, manipulation, and control.
Computer Vision
Visual perception and representation for autonomous systems.
Autonomous Systems
Systems capable of sensing, planning, decision-making, and action.
Multimodal Intelligence
Combining vision, language, sensor observations, and action.

Broader interests

Machine Learning · Robotics · State Estimation · Planning · Reinforcement Learning