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
AstroCLIP: a cross-modal foundation model for galaxies
– Monthly Notices of the Royal Astronomical Society
(2024)
531,
4990
(doi: 10.1093/mnras/stae1450)
Contextual Counting: A Mechanistic Study of Transformers on a Quantitative Task
(2024)
(doi: 10.48550/arxiv.2406.02585)
Symbolic Regression on FPGAs for Fast Machine Learning Inference
– EPJ Web of Conferences
(2024)
295,
09036
(doi: 10.1051/epjconf/202429509036)
Symbolic Regression on FPGAs for Fast Machine Learning Inference
(2024)
(doi: 10.48550/arxiv.2305.04099)
TheWell: a Large-Scale Collection of Diverse Physics Simulations forMachine Learning
– ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 37 (NEURIPS 2024)
(2024)
The Multimodal Universe: Enabling Large-Scale Machine Learning with 100 TB of Astronomical Scientific Data
– ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 37 (NEURIPS 2024)
(2024)
37,
Multiple Physics Pretraining for Spatiotemporal Surrogate Models
– Advances in Neural Information Processing Systems
(2024)
37,
119301
(doi: 10.52202/079017-3791)
Symbolic Regression with a Learned Concept Library
– ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 37 (NEURIPS 2024)
(2024)
37,
The Well: a Large-Scale Collection of Diverse Physics Simulations for Machine Learning
– Advances in Neural Information Processing Systems 37
(2024)
37,
44989
(doi: 10.52202/079017-1430)
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