
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
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
– Proceedings of the 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)
SymbolFit: Automatic Parametric Modeling with Symbolic Regression
(2025)
(doi: 10.48550/arxiv.2411.09851)
Call for Action: towards the next generation of symbolic regression benchmark
(2025)
(doi: 10.48550/arxiv.2505.03977)
The ones that got away: chemical tagging of globular cluster-origin stars with Gaia BP/RP spectra
(2025)
(doi: 10.48550/arxiv.2409.00197)
Common Task Framework For a Critical Evaluation of Scientific Machine Learning Algorithms
– Advances in Neural Information Processing Systems 38
(2025)
188884
(doi: 10.52202/085713-5677)
Machine Learning with Physics Knowledge for Prediction: A Survey
– Transactions on Machine Learning Research
(2025)
2025-May,
AION-1: Omnimodal Foundation Model for Astronomical Sciences
(2025)
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