Learning Operators with Coupled Attention. - Georgios Kissas; Jacob H. Seidman; Leonardo Ferreira Guilhoto; Victor M. Preciado; George J. Pappas; Paris Perdikaris (J. Mach. Learn. Res., 2022)

Composite Bayesian Optimization In Function Spaces Using NEON - Neural Epistemic Operator Networks. - Leonardo Ferreira Guilhoto; Paris Perdikaris (CoRR, 2024)

Deep Learning Alternatives Of The Kolmogorov Superposition Theorem. - Leonardo Ferreira Guilhoto; Paris Perdikaris (ICLR, 2025)

Active Learning Design: Modeling Force Output for Axisymmetric Soft Pneumatic Actuators. - Gregory M. Campbell; Gentian Muhaxheri; Leonardo Ferreira Guilhoto; Christian D. Santangelo; Paris Perdikaris; James H. Pikul; Mark Yim (CoRR, 2025)