@inproceedings{ijcai2026p103, title = {Rethinking Multimodal Few-Shot 3D Point Cloud Segmentation: From Fused Refinement to Decoupled Arbitration}, author = {Bian, Wentao and Xu, Fenglei}, 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 = {917--925}, year = {2026}, month = {8}, note = {Main Track}, doi = {10.24963/ijcai.2026/103}, url = {https://doi.org/10.24963/ijcai.2026/103}, }