Preprint Open access
OP-CAD: On-Policy Clean-Audio Distillation for Robust Audio-Visual Reasoning
Omni-modal large language models deployed in real-world environments encounter external noise that can interfere with their perception and understanding of multimodal inputs. We study their robustness in audio-visual understanding, focusing on question answering under environmental noise and competing speech. The chall …