Examples of our projects: active Vectorized Online POMDP Planning (VOPP) VOPP: a fully vectorized online POMDP solver that is at least 20× faster than the state-of-the-art parallel solver, using pure tensor operations with no synchronization overhead. Safety Assurance of Autonomous Cars Adaptive Disretization using Voronoi Tree for Continuous POMDPs Primitives for Inspection Planning with Implicit Models Approximate POMDP Solving without Numerical Optimisation Scaling Long-Horizon Online POMDP Planning with Rapid State Space Sampling past project Incorporating Defender's Behaviour in Autonomous Pen-Testing Partially Observed Inventory Control On-line POMDP Planning Toolkit (OPPT) POMDP Planning for Problems with Large Discrete Action Space POMDP Planning for Problems with Complex Dynamics