Huiyu Xiao

Forget static prompts: LDEPrompt dynamically expands and freezes prompts based on layer importance, achieving state-of-the-art performance in class-incremental learning.

Quantum-inspired gating unlocks better knowledge transfer in class-incremental learning, outperforming existing methods by dynamically modeling task relationships.