@article{ambiguityguidedlearnabledistributioncali, title = {Ambiguity-Guided Learnable Distribution Calibration for Semi-Supervised Few-Shot Class-Incremental Learning}, author = {Fan Lyu and Linglan Zhao and Chengyan Liu and Yinying Mei and Zhang Zhang and Jian Zhang and Fuyuan Hu and Liang Wang}, year = {2025}, eprint = {2507.23237}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.23237}, }