Dear @geofflo,
Thanks for the feedback. This warning is emitted when there is some numerical instability (usually due to the experimental design) in the LARS iteration. Nevertheless, it does not indicate that the surrogate model is not accurate. To assess the quality of the surrogate model, you check the leave-one-out error (please see this post and the PCE manual for more details).