2026
AuTAgent: A Reinforcement Learning Framework for Tool-Augmented Audio Reasoning
ICML 2026poster
Large Audio Language Models (LALMs) excel at perception but struggle with complex reasoning requiring precise acoustic measurements. While external tools can extract fine-grained features like exact tempo or pitch, effective integration remains challenging: naively using all tools causes information…