@article{beyondtheaggregationdilemmapriorretainin, title = {Beyond the Aggregation Dilemma: Prior-Retaining Decoupled Learning for Multimodal Graphs}, author = {Hao Yan and Xuanru Wang and Jun Yin and Shirui Pan and Senzhang Wang and Chengqi Zhang}, year = {2026}, eprint = {2605.24684}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.24684}, }