Sculpting Margin Penalty: Intra-Task Adapter Merging and Classifier Calibration for Few-Shot Class-Incremental Learning

@article{bai2026sculpting,
  title = {Sculpting Margin Penalty: Intra-Task Adapter Merging and Classifier Calibration for Few-Shot Class-Incremental Learning},
  author = {Liang Bai and Hong Song and J. W. Li and Yucong Lin and Jingfan Fan and Tianyu Fu and Danni Ai and Deqiang Xiao and Jian Yang},
  year = {2026},
  journal = {IEEE Transactions on Circuits and Systems for Video Technology},
  eprint = {2508.05094},
  archivePrefix = {arXiv},
  doi = {10.1109/TCSVT.2026.3670880},
  url = {https://arxiv.org/abs/2508.05094},
}