Ruqi Zhou

Modeling and stabilizing perturbation propagation in multimodal learning via oscillatory state-space dynamics

Multimodal learning systems are vulnerable to perturbations at various stages. Current robustness studies often overlook how disturbances spread across the pipeline. We propose reframing multimodal robustness as perturbation propagation and model it as a controlled state evolution system. To analyze fusion-path sensi...