@inproceedings{wang2026continual,title={Continual Adaptation Across Modalities: Learning and Forgetting in Unified Multimodal Models},author={Wang, Xinrui and Chen, Zhihao and Tang, Jia and Gomez-Villa, Alexandra and Twardowski, Bart{\l}omiej and van de Weijer, Joost and Chen, Songcan},booktitle={NeurIPS 2026 Workshop on CL4FMAgents},year={2026},}