Sampling weights of deep neural networks. - Erik Lien Bolager; Iryna Burak; Chinmay Datar; Qing Sun; Felix Dietrich (NeurIPS, 2023)

Solving partial differential equations with sampled neural networks. - Chinmay Datar; Taniya Kapoor; Abhishek Chandra; Qing Sun; Iryna Burak; Erik Lien Bolager; Anna Veselovska; Massimo Fornasier; Felix Dietrich (CoRR, 2024)

Training Hamiltonian neural networks without backpropagation. - Atamert Rahma; Chinmay Datar; Felix Dietrich (CoRR, 2024)

Systematic Construction of Continuous-Time Neural Networks for Linear Dynamical Systems. - Chinmay Datar; Adwait Datar; Felix Dietrich; Wil Schilders (SIAM J. Sci. Comput., 2025)

Rapid training of Hamiltonian graph networks without gradient descent. - Atamert Rahma; Chinmay Datar; Ana Cukarska; Felix Dietrich (CoRR, 2025)