A Framework for Strategic Discovery of Credible Neural Network Surrogate Models under Uncertainty. - Pratyush Kumar Singh; Kathryn A. Farrell-Maupin; Danial Faghihi (CoRR, 2024)

Chance Constrained PDE-Constrained Optimal Design Strategies Under High-Dimensional Uncertainty. - Pratyush Kumar Singh; Danial Faghihi (CoRR, 2025)

Stochastic Deep Learning Surrogate Models for Uncertainty Propagation in Microstructure-Properties of Ceramic Aerogels. - Md. Azharul Islam; Dwyer Deighan; Shayan Bhattacharjee; Daniel Tantalo; Pratyush Kumar Singh; David Salac; Danial Faghihi (CoRR, 2025)

Technical Note: Continuum Theory of Mixture for Three-phase Thermomechanical Model of Fiber-reinforced Aerogel Composites. - Pratyush Kumar Singh; Danial Faghihi (CoRR, 2025)