Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability

Alec Farid, Anirudha Majumdar

We are motivated by the problem of providing strong generalization guarantees in the context of meta-learning. Existing generalization bounds are either challenging to evaluate or…