Ziyi Ye

Explicitly aligning video captions with atomic audiovisual events unlocks substantial gains in fine-grained temporal and attributional accuracy, outperforming unstructured generation by over 9% on event-centric metrics.

A novel two-axis framework unifies the study of multimodal agent memory, revealing distinct tiers of memory adaptation from static reuse to self-evolving policies.