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 Bayesian neural network predicts the dissolution of compact planetary systems
– Proceedings of the National Academy of Sciences
(2021)
118,
e2026053118
(doi: 10.1073/pnas.2026053118)
A Deep-learning Approach for Live Anomaly Detection of Extragalactic Transients
– The Astrophysical Journal Supplement Series
(2021)
255,
24
(doi: 10.3847/1538-4365/ac0893)
Meta-Learning for One-Class Classification with Few Examples using Order-Equivariant Network
(2021)
(doi: 10.48550/arxiv.2007.04459)
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
– NEURIPS 2020 WORKSHOP ON PRE-REGISTRATION IN MACHINE LEARNING, VOL 148
(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)
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