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
Stability Constrained Characterization of the 23 Myr Old V1298 Tau System: Do Young Planets Form in Mean Motion Resonance Chains?
– Astrophysical Journal Letters
(2022)
932,
l12
(doi: 10.3847/2041-8213/ac70e0)
Predicting the Thermal Sunyaev-Zel'dovich Field using Modular and Equivariant Set-Based Neural Networks
(2022)
(doi: 10.48550/arxiv.2203.00026)
Stability Constrained Characterization of the 23 Myr-old V1298 Tau System: Do Young Planets Form in Mean Motion Resonance Chains?
(2022)
(doi: 10.48550/arxiv.2203.02805)
LEARNED COARSE MODELS FOR EFFICIENT TURBULENCE SIMULATION
– Iclr 2022 10th International Conference on Learning Representations
(2022)
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)
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