EchoDistill: Robust Large Audio Language Models via Noisy-to-Clean Self-Distillation

Liang Lin, Chunxi Luo, Kaiwen Luo +12

Large Audio Language Models (LALMs) remain vulnerable to acoustic noise, which can obscure task-relevant evidence and produce unreliable responses. We propose EchoDistill, a noisy-…