Selective Critique for Cost-Aware LLM Agents in Long-Horizon Decision Making

Heewon Park, Somin Im, Minhae Kwon

Improving the reliability of large language model (LLM) agents in long-horizon decision-making remains a key challenge. When deployed as autonomous agents interacting with complex…