Faculty

Autonomous Agents; Multi-agent Systems; Reinforcement Learning; Game Theory

Acoustic Modelling for Automatic Speech Recognition

Integrating Reasoning and Learning; Explainability in Machine Learning

Computer Vision; Machine Learning; Weakly-Supervised and Multi-Task Learning

Natural Language Understanding; Semantic/Syntactic Parsing; Summarization

AI for Health and Care; Formal Verification for AI/ML; Formalised Mathematics; Process Modelling

Cognitive Modeling; Language Processing; Language and Vision; Eye-tracking

Inductive Learning; Causal Inference; Transfer Learning and Generalization; Bayesian Models

Relational and Graph Machine Learning; Question and Query Answering; Hybrid Neuro-Symbolic Models

Interpretability; Multimodality; Generative Models; Approximate Inference

Research Interest: knowledge-based learning and reasoning, and knowledge awaee natural language understanding and generation

Machine Learning for Natural Language Processing; Data-Efficient Transfer Learning and Compositional Generalisation

Robotics; Machine Learning

Computational Social Science; NLP and Social Network Analysis for Social Media

Computer Vision; Video Understanding; Machine Learning

Deep Learning; Machine Learning; Machine Learning Markets; Bayesian Inference; Probabilistic Graphical Models

Machine Learning for Natural Language Processing

Efficient and Reliable Probabilistic ML in the wild; Complex Reasoning with Deep Learning