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Shaan Desai
Shaan Desai
PhD Candidate in Machine Learning, University of Oxford
Verified email at eng.ox.ac.uk
Title
Cited by
Cited by
Year
Dynotears: Structure learning from time-series data
R Pamfil, N Sriwattanaworachai, S Desai, P Pilgerstorfer, K Georgatzis, ...
International Conference on Artificial Intelligence and Statistics, 1595-1605, 2020
1482020
Data-driven studies of magnetic two-dimensional materials
TD Rhone, W Chen, S Desai, SB Torrisi, DT Larson, A Yacoby, E Kaxiras
Scientific reports 10 (1), 15795, 2020
562020
Deep-learning-based quality filtering of mechanically exfoliated 2D crystals
Y Saito, K Shin, K Terayama, S Desai, M Onga, Y Nakagawa, YM Itahashi, ...
npj Computational Materials 5 (1), 124, 2019
532019
One-shot transfer learning of physics-informed neural networks
S Desai, M Mattheakis, H Joy, P Protopapas, S Roberts
ICML AI4Science Workshop, 2022
432022
Port-Hamiltonian neural networks for learning explicit time-dependent dynamical systems
SA Desai, M Mattheakis, D Sondak, P Protopapas, SJ Roberts
Physical Review E 104 (3), 034312, 2021
412021
Variational integrator graph networks for learning energy-conserving dynamical systems
SA Desai, M Mattheakis, SJ Roberts
Physical Review E 104 (3), 035310, 2021
17*2021
Tuning mixed input hyperparameters on the fly for efficient population based autorl
J Parker-Holder, V Nguyen, S Desai, SJ Roberts
Advances in Neural Information Processing Systems 34, 15513-15528, 2021
112021
Physics-informed neural networks for data-efficient learning
S Desai
University of Oxford, 2021
2021
Machine learning study of two-dimensional magnetic materials
TD Rhone, W Chen, S Desai, A Yacoby, E Kaxiras
APS March Meeting Abstracts 2019, E22. 011, 2019
2019
A materials informatics approach to the study of van der Waals materials
TD Rhone, S Desai, P Kim, A Yacoby, E Kaxiras
APS March Meeting Abstracts 2018, X12. 009, 2018
2018
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