@article{learningfromtheundesirablerobustadaptati, title = {Learning from the Undesirable: Robust Adaptation of Language Models without Forgetting}, author = {Yunhun Nam and Jaehyung Kim and Jongheon Jeong}, year = {2025}, eprint = {2511.13052}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.13052}, }