Abstract: Capacitated Vehicle Routing Problem (CVRP) is a critical challenge in logistics optimization, which directly impact operational costs and service efficiency. While quantum differential ...
The core loop is modeled after Hermes' mutation → evaluation → guardrails → human review flow, but adapted to pi extension APIs and local pi session history.
Abstract: The parameter adaptation enhanced differential evolution (DE) algorithm has demonstrated promising performance for noiseless optimization. However, its efficiency degrades when confronted ...