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
A Deep Learning Approach for Active Anomaly Detection of Extragalactic Transients
(2021)
(doi: 10.48550/arxiv.2103.12102)
A Bayesian neural network predicts the dissolution of compact planetary systems
(2021)
(doi: 10.48550/arxiv.2101.04117)
Unsupervised Resource Allocation with Graph Neural Networks
– Proceedings of Machine Learning Research
(2021)
148,
272
Discovering Symbolic Models from Deep Learning with Inductive Biases
(2020)
(doi: 10.48550/arxiv.2006.11287)
Anomaly Detection for Multivariate Time Series of Exotic Supernovae
(2020)
(doi: 10.48550/arxiv.2010.11194)
Predicting the long-term stability of compact multiplanet systems
– Proceedings of the National Academy of Sciences of the United States of America
(2020)
117,
18194
(doi: 10.1073/pnas.2001258117)
Predicting the long-term stability of compact multiplanet systems
(2020)
(doi: 10.48550/arxiv.2007.06521)
Discovering symbolic models from deep learning with inductive biases
– Advances in Neural Information Processing Systems
(2020)
2020-December,
- <
- 9 of 10