2026
Temporal Imbalance of Positive and Negative Supervision in Class-Incremental Learning
CVPR 2026
With the widespread adoption of deep learning in visual tasks, Class-Incremental Learning (CIL) has become an important paradigm for handling dynamically evolving data distributions. However, CIL faces the core challenge of *catastrophic forgetting*, often manifested as a prediction bias toward new