Uncertainty quantification (UQ) in eruption source parameters, like tephra volume, plume height, and umbrella cloud radius, is a challenge for volcano scientists because deposits are often sparsely sampled due to burial, erosion, related factors. We find that UQ improved by coupling an advection-diffusion model with two Bayesian inversion approaches: (a) robust but computationally expensive Gen...