@article{sparsityhurtssimplelinearadaptercanboost, title = {Sparsity Hurts: Simple Linear Adapter Can Boost Generalized Category Discovery}, author = {Bo Ye and Kai Gan and Tong Wei and Min-Ling Zhang}, year = {2026}, eprint = {2605.08183}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.08183}, }