Leads the Computational Health Informatics Lab developing machine learning and large language models for healthcare.
Medical imaging & healthcare AI
Large language models
2026Autonomous Knowledge Graph Exploration with Adaptive Breadth-Depth RetrievalACL
2026Cardiac health assessment across scenarios and devices using a multimodal foundation model pretrained on data from 1.7 million individualsNature Machine Intelligence
29 T1 · 142 papers · 14 members · 28 alumni
GBOxfordDepartment of Engineering Science
Xiaowen DongAssociate Professor of Engineering Science
Develops signal processing and machine learning for graph-structured data, with applications to social, urban and financial networks.
Signal processing & information theory
Speech enhancement & signal processing
2026A survey on over-smoothing and over-squashing: Unified propagation perspectives on graph neural networks and transformersTMLR
2026Attention sinks and compression valleys in LLMs are two sides of the same coinICLR
29 T1 · 71 papers · 21 members · 12 alumni
GBOxfordDepartment of Computer Science
Michael WooldridgeAshall Professor of Foundations of Artificial Intelligence
Studies multi-agent systems, including game-theoretic and logical foundations of interacting AI systems.
Reasoning & neuro-symbolic AI
Planning, control & multi-robot systems
2026Fair Coordination in Strategic SchedulingAAMAS
2026Top 10 Most Influential Papers in Artificial Intelligence Since 2000IEEE Intell. Syst.
26 T1 · 46 papers · Group size not listed · 9 alumni
Leads the OATML group on Bayesian deep learning, uncertainty estimation and safe, robust AI.
Probabilistic & causal inference
Trustworthy & safe ML
2026Building Reliable Long-Form Generation via Hallucination Rejection SamplingICML
2026MADE: Benchmark Environments for Closed-Loop Materials DiscoveryICML
22 T1 · 38 papers · 12 members · 20 alumni
GBOxfordDepartment of Engineering Science
Alison NobleTechnikos Professor of Biomedical Engineering
Develops machine learning for medical image analysis, especially fetal and obstetric ultrasound.
Medical imaging & healthcare AI
2026Orientation-robust latent motion trajectory learning for annotation-free cardiac phase detection in fetal echocardiographyMedical Image Analysis
2026“Now that the baby is out, I can be vaccinated”: a qualitative study on COVID-19 vaccine hesitancy in pregnant women in Kilifi, KenyaFrontiers in Public Health
Max Van KleekAssociate Professor of Computer Science
Works on human-computer interaction for personal information and data management, decentralised systems and AI.
Interfaces & interaction techniques
Data management & big data
2026"It Hasn't Lived in Our Society": Investigating Cultural Sensitivity in LLM Chatbots for Emotional SupportCHI
2026"No One Should Know I Used This App": Challenges and Design Opportunities for Digital Mental Well-Being Support for Young Saudi WomenCHI
18 T1 · 32 papers · 11 members · 7 alumni
GBOxfordDepartment of Engineering Science
Nick HawesProfessor of Artificial Intelligence and Robotics
Applies AI to long-term autonomy for mobile robots, including planning under uncertainty and shared autonomy with humans.
Planning, control & multi-robot systems
Probabilistic & causal inference
2026CC-VPSTO: Chance-Constrained Via-Point-Based Stochastic Trajectory Optimisation for Online Robot Motion Planning Under UncertaintyIJRR
2026Failing Forward: Design and Deployment Lessons from Real-World Human-Robot InteractionCompanion Proceedings of the ACM/IEEE International Conference on Human-Robot Interaction