Task-Sufficient Contraction: Source Selection for Machine Information Interfaces
The paper studies Task-Sufficient Contraction, which determines if a task can select a reduced data source before later optimization steps are chosen while preserving the full problem family. It identifies consumer-specific sources and characterizes exact reductions for quadratic loss, suggesting a way for heterogeneous machines to exchange information without needing full internal representation alignment.