Preprint Open access
Selective Critique for Cost-Aware LLM Agents in Long-Horizon Decision Making
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 environments, early mistakes can propagate through trajectories and cause cascading failures. Recent approaches improve reliability by incor …