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Reinforcement learning
Projects
Decision-making under uncertainty in air traffic control
Investigating machine learning methods to support air traffic controllers
Bringing the social city to the smart city
Using AI and machine learning to understand and simulate cities
Safe AI for surgical assistance
Developing methods for assistive robots to learn correct actions from human experts, in the domain of surgical assistance in operating rooms
AI and inclusion
Seeking to understand the design and deployment of AI and inclusion to benefit those with disabilities, which will also provide digital accessibility for all members of society
Simulating cities with AI agents
Developing new approaches for modelling human behaviour in cities, for simulating urban dynamics
Performance tuning of systems
Investigating how to automate performance tuning of systems, where parameter space is high-dimensional and complex
Programmes
Publications and software
Autonomous Network Defence using Reinforcement Learning
In the network security arms race, the defender is significantly disadvantaged as they need...
Foley, Myles, et al. "Autonomous Network Defence using Reinforcement Learning." Proceedings of the 2022 ACM on Asia Conference on Computer and Communications Security. 2022.
Events
Turing Lecture: Building dynamic robots
Tuesday 22 Sep 2020
Time: 15:00 - 16:30
Creativity and design in AI
Monday 18 Nov 2019
Time: 15:00 - 17:30
Towards Autonomous Robotic Systems Conference (TAROS)
Wednesday 03 Jul 2019 - Friday 05 Jul 2019
Time: 09:00 - 18:00
Reinforcement and mean-field games in algorithmic trading
Wednesday 27 Mar 2019
Time: 14:00 - 16:00
Impact stories
Interest groups
Data-centric biological design and engineering
How can AI support the practical engineering of biology to tackle global challenges?
Meta-learning for multimodal data
How can we transfer knowledge across tasks and domains to improve machine learning on multimodal data?
Precision dementia medicine
How can we harness the power of data science and artificial intelligence to combat dementia and promote brain health?
Machine learning and dynamical systems
How do we analyse dynamical systems on the basis of observed data, rather than attempt to study them analytically?
People
Sonal Srivastava
Enrichment Student
Stefan Radic Webster
Enrichment Student
Grant Vernham
Enrichment Student
Ankita Garg
Enrichment Student
Siân Carey
Enrichment Student
Jiawen Liang
Enrichment Student
Christos Panoutsakopoulos
Enrichment Student
Eryn Rigley
Enrichment Student