SGA-MCTS: Decoupling Planning from Execution via Training-Free Atomic Experience Retrieval

Xin Xie, Dongyun Xue, Wuguannan Yao +5

LLM-powered systems require complex multi-step decision-making abilities to solve real-world tasks, yet current planning approaches face a trade-off between the high latency of inf…