HSD-PA: Hierarchical Semantic Decomposition and Predictive Adaptive Scheduling for Distributed Intelligent Agent Systems
HSD-PA introduces a semantic-aware task graph to model dynamically evolving task dependencies, enabling flexible and context-aware decomposition and a predictive scheduling strategy estimates agent workload, communication latency, and execution reliability to support look-ahead decision-making, thereby mitigating bottlenecks and improving coordination efficiency.