@inproceedings{ijcai2026p732, title = {Safe and Efficient Control: A Subgraph-Augmented Hierarchical Reinforcement Learning Framework for Dynamically Reconfigurable Battery Systems}, author = {Xie, Kai and Hu, Jingwei and Huang, Ri and Li, Xiaodong and Zhou, Yanglin and Ci, Song and Cheng, Jun and Zhang, Zhihong}, booktitle = {Proceedings of the Thirty-Fifth International Joint Conference on Artificial Intelligence, {IJCAI-26}}, publisher = {International Joint Conferences on Artificial Intelligence Organization}, editor = {Diego Calvanese}, pages = {6582--6590}, year = {2026}, month = {8}, note = {AI4Tech: AI Enabling Technologies}, doi = {10.24963/ijcai.2026/732}, url = {https://doi.org/10.24963/ijcai.2026/732}, }