A Theoretical Framework for Understanding and Building "Any-task inference" Capable Foundation Models.

arXiv:2610.40934v1 Announce Type: cross Abstract: In this work, we provide a formal framework and mathematical definition for the subset of foundation models focused on enabling the property of "any-task inference" (ATI) (similar to zero-shot inference), rathe