@inproceedings{ijcai2026p948, title = {Toward Trustworthy Foundation Models: Mitigating OOD Failure in Adaptation and Deployment}, author = {Song, Ping}, 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 = {8339--8340}, year = {2026}, month = {8}, note = {Doctoral Consortium}, doi = {10.24963/ijcai.2026/948}, url = {https://doi.org/10.24963/ijcai.2026/948}, }