Conditional Mutual Information-Based Generalization Bound for Meta Learning

Arezou Rezazadeh, Sharu Theresa Jose, Giuseppe Durisi +1

Meta-learning optimizes an inductive bias---typically in the form of the hyperparameters of a base-learning algorithm---by observing data from a finite number of related tasks. Thi…