2026
DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing
CVPR 2026
Model editing aims to update knowledge to add new concepts and change relevant information without retraining. Lifelong editing is a challenging task, prone to disrupting previously learned concepts, especially for Vision Language Models (VLMs), because sequential edits can lead to degraded reasonin