My research is investigating how reinforcement learning, when used in human-robot interactions by robots, can perpetuate unfairness between different groups of people. I find this really important as society moves increasingly towards automating aspects of our day to...
My research project focuses on teaching AI to think logically. Current methods based on neural networks just produce an output based on an input. Knowledge emerges from patterns of neural activations, but there is no concrete representation of concepts. I am working...
My research involves the behavioural regulation of reinforcement learning agents such that these agents are better able to integrate with the societies in which they operate. My research also looks to develop interpretable methods such that policy makers and...
My PhD project focuses on the monitoring of AI systems, specifically neural networks, to detect out of distribution inputs and unexpected behaviour. The goal is to create lightweight and accurate monitoring algorithms that work alongside machine learning models at...
Reality is full of uncertainty. As humans, we are adapted to this aspect of real life, and we can observe possible problems in plans and pivot in time, before failures become catastrophic. If we want autonomous systems deployed in real life environments, we expect...
My research interests lie in the intersection of robotics and AI. My research aims to bridge the gap between robot motion planning and adversarial machine learning. It focuses on enhancing robustness of motion planners by using adversarial machine learning. Studying...
I am interested in argumentation and optimisation though they seem to be totally irrelevant. The project I am working on is to combine these two techniques, and use argumentation to provide explanations for optimisation solvers. — Masters Qualification:...
My research project looks at ways in which we can leverage world knowledge to improve offensive language detection systems both in terms of their downstream performance and explainability. To sum up, my research interests are: Natural Language Processing, Online...
My research project is researching the role of fairness in a multi agent interactive systems. My interests focus on researching how fairness changes in different agent contexts, where the assumptions behind the systems change. I believe this AI related challenge may...
My research project focuses on explainable AI in the context of DNA sequencing. My research interests are explainable AI, logic and machine learning. I chose to pursue a PhD with the STAI CDT because it is in line with my research interests, it is inclusive, and...
My project seeks to build better structured representations of tasks in decision making problems by leveraging compositionality. My research interests are in improving the generality and explainability of decision making systems, particularly in (multi-agent)...
My PhD project is focused on creating agents that learn from others by observing. By observing others perform a task, an agent might peak up social queues and act more like us. My research interests are centred on how agents can learn more about their environment and...
