@inproceedings{ijcai2026p211, title = {DSSG: Dual-Stream Semantic Guidance for Source-Fully-Free Adaptation of Vision-Language Models}, author = {Xiang, Weiwei and Peng, Shun and Xiao, Guangyi and Chen, Hao and Yang, Lei}, 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 = {1893--1901}, year = {2026}, month = {8}, note = {Main Track}, doi = {10.24963/ijcai.2026/211}, url = {https://doi.org/10.24963/ijcai.2026/211}, }