Residual-based attention and connection to information bottleneck theory in PINNs. - Sokratis J. Anagnostopoulos; Juan Diego Toscano; Nikolaos Stergiopulos; George Em Karniadakis (CoRR, 2023)

Learning in PINNs: Phase transition, total diffusion, and generalization. - Sokratis J. Anagnostopoulos; Juan Diego Toscano; Nikolaos Stergiopulos; George Em Karniadakis (CoRR, 2024)

Learning in PINNs: Phase transition, diffusion equilibrium, and generalization. - Sokratis J. Anagnostopoulos; Juan Diego Toscano; Nikolaos Stergiopulos; George Em Karniadakis (Neural Networks, 2026)