Alec Farid

PAC-BUS: Meta-Learning Bounds via PAC-Bayes and Uniform Stability.

2021 · arXiv (Cornell University)

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 provide vacuous guarantees in even relatively simple settings. We derive …