Universal Mini-Batch Consistency for Set Encoding Functions. (arXiv:2208.12401v1 [cs.LG])

Previous works have established solid foundations for neural set functions,
as well as effective architectures which preserve the necessary properties for
operating on sets, such as being invariant to permutations of the set elements.
Subsequently, Mini-Batch Consistency (MBC), the ability to sequentially process
any permutation of any random set partition scheme while maintaining
consistency guarantees on the output, has been established but with limited
options for network architectures. We further study the MBC property in neural
set encoding functions, establishing …

arxiv encoding lg set