Task: Summarization
Input (English): In  this  preliminary  work,  we  study  the  generalization  properties  of  infinite  ensembles  of infinitely-wide neural networks.   Amazingly, this model family admits tractable calculations for many information-theoretic quantities.   We report analytical and empirical investigations in the search for signals that correlate with generalization.
Output (English): Infinite ensembles of infinitely wide neural networks are an interesting model family from an information theoretic perspective.