Shaan Desai

According to our database, Shaan Desai authored at least 6 papers between 2020 and 2021.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2021

Physics-informed neural networks for data-efficient learning.

Shaan Desai

PhD thesis, 2021

One-Shot Transfer Learning of Physics-Informed Neural Networks.

Shaan Desai, Marios Mattheakis, Hayden Joy, Pavlos Protopapas, Stephen J. Roberts

CoRR, 2021

Port-Hamiltonian Neural Networks for Learning Explicit Time-Dependent Dynamical Systems.

Shaan Desai, Marios Mattheakis, David Sondak, Pavlos Protopapas, Stephen J. Roberts

CoRR, 2021

Tuning Mixed Input Hyperparameters on the Fly for Efficient Population Based AutoRL.

Jack Parker-Holder, Vu Nguyen, Shaan Desai, Stephen J. Roberts

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2020

VIGN: Variational Integrator Graph Networks.

Shaan Desai, Stephen Roberts

CoRR, 2020

DYNOTEARS: Structure Learning from Time-Series Data.

Roxana Pamfil, Nisara Sriwattanaworachai, Shaan Desai, Philip Pilgerstorfer, Konstantinos Georgatzis, Paul Beaumont, Bryon Aragam

Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020