2026
Think Fast and Slow: Step-Level Cognitive Depth Adaptation for LLM Agents
ICML 2026poster
Large language models (LLMs) are increasingly deployed as autonomous agents for multi-turn decision-making tasks. However, current agents typically rely on fixed cognitive patterns: non-thinking models generate immediate responses, while thinking models engage in deep reasoning uniformly. This rigid…