@inproceedings{ijcai2026p695, title = {S²-VLA: State-Space Guided Vision-Language-Action Models for Long-Horizon Manipulation}, author = {Xie, Zhipeng and Han, Zongyi and Wei, Xiangyi and Sun, Shiliang and Li, Yang and Zhao, Jing}, 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 = {6245--6253}, year = {2026}, month = {8}, note = {Main Track}, doi = {10.24963/ijcai.2026/695}, url = {https://doi.org/10.24963/ijcai.2026/695}, }