An adaptive residual-structured and scheduled loss weighting framework for enhancing physics-informed neural networks in solving partial differential equations. - Jain M. Francis; Chandhini Godavarma; Nagaiah Chamakuri (Commun. Nonlinear Sci. Numer. Simul., 2026)