Yu-Ping Zhang

SynNeura: Event-driven liquid-spiking dynamics for weakly supervised multimodal temporal alignment.

Experiments show SynNeura is a scalable, interpretable, and efficient solution for event-driven multimodal temporal alignment, and consistently outperforms frame-based and continuous-time baselines in alignment accuracy, temporal consistency, and efficiency.