2024

Graph Reinforcement Learning for Combinatorial Optimization

Lightning talk at Learning on Graphs Conference Oxford Satellite (LoG-Ox 2024). November 2024.

2023

Planning spatial networks with Monte Carlo tree search

Invited talk at fORum Seminar Series, Optimization and Operational Research Group, School of Mathematics, University of Edinburgh. July 2023.

2022

Solving Graph-based Public Good Games with Tree Search and Imitation Learning

Poster presentation given at EEML 2022 (Vilnius, Lithuania).

[YouTube]

2021

Goal-directed graph construction using reinforcement learning

UCL Center for Advanced Spatial Analysis (CASA) Internal Seminar Series, February 2021.

2020

Quantifying the Relationships between Everyday Objects and Emotional States through Deep Learning Based Image Analysis Using Smartphones

Poster presentation given at UbiComp 2020 (Virtual).

[YouTube]

Improving the Robustness of Graphs through Reinforcement Learning and Graph Neural Networks

Poster presentation given at MLSS 2020 (Virtual).

[YouTube]