Doctoral and post-doctoral research documented by the Review, presented with the problem addressed, the methodology followed and the contribution claimed.
Artificial Intelligence
The thesis addresses a mismatch between the explanatory guarantees offered by contemporary machine learning methods and the standard of reasoned decision required when automated systems are used by public authorities. It develops a formal semantics for model explanation, demonstrates limitations in the post-hoc explanation paradigm, and…
Neuroscience
The thesis investigates whether high-resolution longitudinal neural recordings contain detectable signatures of neurodegenerative processes prior to clinical presentation, and develops modelling approaches suited to the small-sample, long-horizon structure of such data.
Medicine & Health
The research programme develops and evaluates outbreak-detection methods designed to operate under the data conditions typical of health systems with intermittent reporting, limited laboratory confirmation and substantial missingness.
01
Machine learning, computational reasoning and the governance of intelligent systems.
2 Profiles
02
Clinical research, public health systems and translational medicine.
1 Profile
03
Materials, structures, energy systems and applied design.
2 Profiles
04
Sustainable finance, econometrics, markets and development economics.
1 Profile
05
Organisational strategy, governance and executive practice.
1 Profile
06
Constitutional law, regulation, governance and public administration.
1 Profile
07
Genomics, bioprocessing, synthetic biology and agricultural science.
1 Profile
08
Pedagogy, curriculum, educational policy and learning science.
1 Profile
09
Systems, algorithms, security and human–computer interaction.
0 Profiles
Scholar Conversation
Dr. Aarav Mehta on formal verification, the value of a negative result, and what an industrial partner taught him about his own assumptions.
Artificial Intelligence Sep 7, 2026 8 min read
Scholar Conversation
Dr. Aditi Sharma on eighteen months of data curation, the validation flaw she nearly committed, and why the prospective studies matter more than the…
Neuroscience Sep 6, 2026 11 min read
Research Summary
A decade of explanation methods has produced impressive demonstrations and remarkably few guarantees. A reading of the formal literature, and of what…
Artificial Intelligence Sep 3, 2026 9 min read
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