Lizhong Gu

NaviAgent: Graph‑Driven Bilevel Planning for Scalable Tool Orchestration

Large Language Models (LLMs) increasingly act as function call agents that invoke external tools to tackle tasks beyond their static knowledge. However, they typically invoke tools one at a time without a global view of task structure. As tools often depend on one another, this leads to error accumu…