Accelerated Training of Physics-Informed Neural Networks (PINNs) using Meshless Discretizations. - Ramansh Sharma; Varun Shankar (NeurIPS, 2022)

Beyond modeling: NLP Pipeline for efficient environmental policy analysis. - Jordi Planas; Daniel Firebanks-Quevedo; Galina Naydenova; Ramansh Sharma; Cristina Taylor; Kathleen Buckingham; Rong Fang (CoRR, 2022)

Ensemble and Mixture-of-Experts DeepONets For Operator Learning. - Ramansh Sharma; Varun Shankar (Trans. Mach. Learn. Res., 2025)