Huining Li

Multi-agent collaboration in video anomaly understanding leads to a significant boost in detection and verification accuracy, outperforming traditional methods.

Knowledge hallucinations are the most significant hurdle for MLLMs, revealing critical weaknesses in their robustness to false premises.