GNSP: Gradient Null Space Projection for Preserving Cross-Modal Alignment in VLMs Continual Learning. - Tiantian Peng; Yuyang Liu; Shuo Yang; Qiuhe Hong; Yonghong Tian 001 (CoRR, 2025)

Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting. - Yuyang Liu; Qiuhe Hong; Linlan Huang; Alexandra Gomez-Villa; Dipam Goswami; Xialei Liu; Joost van de Weijer 001; Yonghong Tian 001 (CoRR, 2025)