We propose CARML, a novel retrieval-augmented editing framework that integrates conflict-aware dynamic retrieval with multi-level collaborative guidance for reliable lifelong multimodal editing.

We propose a benchmark and method for continual multimodal knowledge editing with reliable compositional reasoning.