Preprint Open access
Long-Term Memory-Guided Enhancement for Target Perception in Audio-Language Models
Audio large language models (ALLMs) can reason about the content of audio recordings to perform complex tasks. However, these capabilities usually collapse in real-world environments when background noise and competing sources mix the target sound. Inspired by long-term memory in human listening, we propose Long-Term M …