Thomas Powell

Department of Computer Science

Research interests:

• Applications of logic in pure and applied probability.
• Stochastic optimization.
• Functional analysis.

Wenbin Li

Department of Computer Science

Research interests:

• Reinforcement learning and its inverse problems;
• Graph and network optimisation;
• Continuous state approximation.

Georgios Exarchakis

Department of Computer Science

Research interests:

• Learning Invariant Representations of High Dimensional Data
• Efficient Inference and Learning in Probabilistic Models
• Deep Learning

Rohit Babbar

Department of Computer Science

Research interests:

• supervised learning problems with large label spaces,
• learning with long-tailed data, and under label/input noise,
• sparse neural networks for energy & memory efficient training/fine-tuning with LLMs, and
• generalisation/robustness in deep learning.

Michael Yang

Department of Computer Science

Research interests:

• 3D scene synthesis
• Scene graph generation
• Multimodal learning

Ali Uncu

Department of Computer Science

Research interests:

• Applications of Computer Algebra
• Combinatorics and q-series
• Developing new algorithms for mathematics

Alessandro Leronni

Department of Mechanical Engineering

Research interests

• Continuum modelling of electrochemo-mechanical systems
• Finite element implementation of multiphysics frameworks
• Smart materials, energy storage, and developmental biology

Da Chen

Department of Computer Science

Research interests:

• Computer vision, deep learning, multimodal learning: general CV/ML tasks in practical scenarios.
• Learning with limited data: Learning with imbalanced data, long-tailed data, open-set data, out-of-distribution data, etc; incremental learning, few-shot learning, etc.
• Video processing: multimodal learning with video with visual, textual, and audio information.

Antonio Pellegrino

Department of Mechanical Engineering

Research Interests:

• Experimental mechanics
• Applications of artificial intelligence to Solid Mechanics and materials modelling.
• Impact Engineering

Jun Zang

Department of Architecture and Civil Engineering

Jun’s research concerns the hydrodynamic loadings on urban, coastal and offshore structures and the impact of extreme events on such structures.