Plant-and-Steal: Truthful Fair Allocations via Predictions

Neural Information Processing Systems 

We further show that the mechanism's performance degrades gracefully in the number of "mistakes" in the prediction; i.e., we interpolate between the two extremes: when there are no mistakes, and when there is a maximum number of mistakes.