@article{temporalimbalanceofpositiveandnegativesu,
  title = {Temporal Imbalance of Positive and Negative Supervision in Class-Incremental Learning},
  author = {Jinge Ma and Fengqing Zhu},
  year = {2026},
  eprint = {2603.02280},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.02280},
}