PINN-accelerated diffusion models for amortized Bayesian inversion of chloride transport in concrete. (2026). In REC 2026 - 11th International Workshop on Reliable Engineering Computing: Reliability Computations in a Data and Model-Driven World (pp. 376-391). TUDObooks. https://doi.org/10.17877/tudobooks-11.178