CMAP: Cross-Modal Adaptive Prompting for Multi-Domain Task-Incremental Learning 事件
ACQUISITION2026-05-26影响: HIGH
CMAP: Cross-Modal Adaptive Prompting for Multi-Domain Task-Incremental Learning arXiv:2605.25708v1 Announce Type: new Abstract: Multi-domain task-incremental learning requires a model to sequentially acquire knowledge across visually diverse domains without forgetting prior tasks, and without access to task identity at inference. Parameter-efficient methods built on frozen vision-language models have made strong progress, yet all existing approaches rely exclusively on visual features for task