@inproceedings{ijcai2026p569, title = {VGAS: Value-Guided Action-Chunk Selection for Few-Shot Vision-Language-Action Adaptation}, author = {Xu, Changhua and Yu, En and Xuan, Junyu and Lu, Jie}, 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 = {5110--5118}, year = {2026}, month = {8}, note = {Main Track}, doi = {10.24963/ijcai.2026/569}, url = {https://doi.org/10.24963/ijcai.2026/569}, }