PAC-MCTS: Bias-Aware Pruning for Robust LLM-Guided Search and Planning

arXiv:2604.14345v3 Announce Type: replace-cross Abstract: As search depth increases in autonomous reasoning and embodied planning, candidate action spaces expand exponentially, often exhausting computational budgets. While heuristic pruning is a critical countermeasure, existing approaches lack...