Ruibo Duan

Pi-CCA: Prompt-Invariant CCA Certificates for Replay-Free Continual Multimodal Learning

When deployed on non-stationary data streams, foundation vision-language models require continual updates without access to past data. However, naive fine-tuning undermines their zero-shot recognition capabilities and prompt robustness. We seek a replay-free principle that preserves pre-trained cros…