David Sondak

Publication Activity (10 Years)

Years Active: 2009-2022
Publications (10 Years): 9

Top Topics

Dynamical Systems

Unsupervised Learning

Top Venues

J. Comput. Phys.

AAAI Spring Symposium: MLPS

J. Open Source Softw.

Publications

Blake Bullwinkel, Dylan Randle, Pavlos Protopapas, David Sondak
DEQGAN: Learning the Loss Function for PINNs with Generative Adversarial Networks. CoRR (2022)
Shaan Desai, Marios Mattheakis, David Sondak, Pavlos Protopapas, Stephen J. Roberts
Port-Hamiltonian Neural Networks for Learning Explicit Time-Dependent Dynamical Systems. CoRR (2021)
Haitz Sáez de Ocáriz Borde, David Sondak, Pavlos Protopapas
Multi-Task Learning based Convolutional Models with Curriculum Learning for the Anisotropic Reynolds Stress Tensor in Turbulent Duct Flow. CoRR (2021)
Marco Di Giovanni, David Sondak, Pavlos Protopapas, Marco Brambilla
Finding Multiple Solutions of ODEs with Neural Networks. AAAI Spring Symposium: MLPS (2020)
Dylan Randle, Pavlos Protopapas, David Sondak
Unsupervised Learning of Solutions to Differential Equations with Generative Adversarial Networks. CoRR (2020)
Cedric Flamant, Pavlos Protopapas, David Sondak
Solving Differential Equations Using Neural Network Solution Bundles. CoRR (2020)
Feiyu Chen, David Sondak, Pavlos Protopapas, Marios Mattheakis, Shuheng Liu, Devansh Agarwal, Marco Di Giovanni
NeuroDiffEq: A Python package for solving differential equations with neural networks. J. Open Source Softw. 5 (46) (2020)
Marios Mattheakis, David Sondak, Akshunna S. Dogra, Pavlos Protopapas
Hamiltonian Neural Networks for solving differential equations. CoRR (2020)
Marios Mattheakis, Pavlos Protopapas, David Sondak, Marco Di Giovanni, Efthimios Kaxiras
Physical Symmetries Embedded in Neural Networks. CoRR (2019)
David Sondak, John N. Shadid, Assad A. Oberai, Roger P. Pawlowski, Eric C. Cyr, T. M. Smith
A new class of finite element variational multiscale turbulence models for incompressible magnetohydrodynamics. J. Comput. Phys. 295 (2015)
Eugenio Schuster, David Sondak, Reza Arastoo, Michael L. Walker, David A. Humphreys
Optimal tuning of tokamak plasma equilibrium controllers in the presence of time delays. CCA/ISIC (2009)