Mechanism Design with Predictions: An Annotated Reading List

We study mechanism design with predictions in the single (obnoxious) facility location games with candidate locations on the real line, which complements the existing literature on mechanism design with predictions. We first consider the single ...

Aiming to overcome some of the limitations of worst-case analysis, the recently proposed framework of "algorithms with predictions" allows algorithms to be augmented with a (possibly erroneous) machine-learned prediction that they can use as a guide. In ...

We consider the problem of designing revenue maximizing mechanisms for dynamic settings. We propose a simple optimal mechanism for rather general "separable" settings. The proposed mechanism is implemented via an affine transformation of a dynamic VCG ...