Evidence Before Expansion: Reuse, Spawn, or Defer in Lifelong Expert Pools

Researchers have introduced a decision layer designed to optimize streaming systems that manage pools of expert models. This framework enables these systems to statistically evaluate whether to reuse an existing model, create a new one, or defer when processing incoming data.