Datar, Chinmay;Kapoor, Taniya;Chandra, Abhishek;Sun, Qing;Bolager, Erik Lien;Burak, Iryna;Veselovska, Anna;Fornasier, Massimo;Dietrich, Felix
Fast training of accurate physics-informed neural networks without gradient descent
2024

Bolager, Erik L;Burak, Iryna;Datar, Chinmay;Sun, Qing;Dietrich, Felix
Sampling weights of deep neural networks
Advances in Neural Information Processing Systems
Curran Associates, Inc.
2023

Rahma, Atamert;Datar, Chinmay;Dietrich, Felix
Training Hamiltonian neural networks without backpropagation
2024

Datar, Adwait;Datar, Chinmay;Monfared, Zahra;Dietrich, Felix
Role of Parametrization in Learning Dynamics of Recurrent Neural Networks
OPT 2024: Optimization for Machine Learning
2024

Rahma, Atamert;Datar, Chinmay;Cukarska, Ana;Dietrich, Felix
Rapid training of Hamiltonian graph networks using random features
2025

Datar, Chinmay;Datar, Adwait;Dietrich, Felix;Schilders, Wil
Systematic Construction of Continuous-Time Neural Networks for Linear Dynamical Systems
SIAM Journal on Scientific Computing
2025
47
4
C820-C845

Datar, Adwait;Datar, Chinmay;Monfared, Zahra;Dietrich, Felix
Role of Parametrization in Learning Dynamics of Recurrent Neural Networks
OPT 2024: Optimization for Machine Learning
2024

Datar, Chinmay;Datar, Adwait;Dietrich, Felix;Schilders, Wil
CONTINUOUS-TIME NEURAL NETWORKS FOR MODELING LINEAR DYNAMICAL SYSTEMS
ICLR 2024 Workshop on AI4DifferentialEquations In Science
2024

van der Vleuten, Geert G. M.;Toschi, Federico;Schilders, Wil;Corbetta, Alessandro
Stochastic fluctuations of diluted pedestrian dynamics along curved paths
Physical Review E
2024
109
1

Scientific Computing in Electrical Engineering
Springer Nature Switzerland
2024