@article{attentionspectrumregularizationforreplay, title = {Attention-Spectrum Regularization for Replay-Free Continual Multimodal LLMs}, author = {Chuangxin Zhao and Canran Xiao and Siyuan Ma and Mengyao Lyu and Yanbiao Ma and Jun Xia and Guiguang Ding and Yang Liu}, year = {2026}, eprint = {2606.23063}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.23063}, }