@article{dualstageinvariantcontinuallearningunder, title = {Dual-Stage Invariant Continual Learning under Extreme Visual Sparsity}, author = {Rangya Zhang and Jiaping Xiao and Lu Bai and Yuhang Zhang and Mir Feroskhan}, year = {2026}, eprint = {2603.26190}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.26190}, }