Guanyu Jiang

ExSkill: Continual Learning from Experience and Skills in Multimodal Agents

Multimodal agents demonstrate impressive problem-solving capabilities but typically operate in isolated episodes without leveraging past experiences. Recent methods address this through dynamic retrieval of textual insights or predefined skill documents, yet face critical challenges: visual modaliti…