@article{hmraghierarchicalmultiagentmultimodal, title = {HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented Generation}, author = {Pei Liu and Xin Liu and Ruoyu Yao and Junming Liu and Siyuan Meng and Ding Wang and Jun Ma}, year = {2025}, eprint = {2504.12330}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2504.12330v1}, }