Optimized and autonomous machine learning framework for characterizing pores, particles, grains and grain boundaries in microstructural images. - Roberto Perera; Davide Guzzetti; Vinamra Agrawal (CoRR, 2021)

Shedding some light on Light Up with Artificial Intelligence. - Libo Sun; James Browning; Roberto Perera (CoRR, 2021)

A generalized machine learning framework for brittle crack problems using transfer learning and graph neural networks. - Roberto Perera; Vinamra Agrawal (CoRR, 2022)

Multiscale graph neural networks with adaptive mesh refinement for accelerating mesh-based simulations. - Roberto Perera; Vinamra Agrawal (CoRR, 2024)