
Assistant Professor in Data Intensive Science in DAMTP and the IoA, working on AI for scientific discovery.
Research: Google Scholar
Group page: astroautomata.com

[quanta magazine]
Publications
On the Value of Tokeniser Pretraining in Physics Foundation Models
(2026)
(doi: 10.48550/arxiv.2603.05598)
Overtone: Cyclic Patch Modulation for Clean, Efficient, and Flexible Physics Emulators
(2026)
(doi: 10.48550/arxiv.2507.09264)
Comparative biosignatures with systemic retrievals
– Monthly Notices of the Royal Astronomical Society
(2026)
547,
stag316
(doi: 10.1093/mnras/stag316)
Common Task Framework For a Critical Evaluation of Scientific Machine Learning Algorithms
(2025)
(doi: 10.48550/arxiv.2510.23166)
Physics Steering: Causal Control of Cross-Domain Concepts in a Physics Foundation Model
(2025)
(doi: 10.48550/arxiv.2511.20798)
Predicting partially observable dynamical systems via diffusion models with a multiscale inference scheme
(2025)
(doi: 10.48550/arxiv.2511.19390)
Call for Action: Towards the Next Generation of Symbolic Regression Benchmark
– Gecco 2025 Companion Proceedings of the 2025 Genetic and Evolutionary Computation Conference Companion
(2025)
2529
(doi: 10.1145/3712255.3734309)
SymbolFit: Automatic Parametric Modeling with Symbolic Regression
– Computing and Software for Big Science
(2025)
9,
12
(doi: 10.1007/s41781-025-00140-9)
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