Partial Transportability for Domain Generalization

Kasra Jalaldoust, Alexis Bellot, Elias Bareinboim

A fundamental task in AI is providing performance guarantees for predictions made in unseen domains. In practice, there can be substantial uncertainty about the distribution of new…