Hongyuan Zhang

Miles: Metric Learning With Expandable Subspace for Pre-Trained Model-Based Class-Incremental Learning

Miles decouples the learnable modules with the pre-trained model, exploiting prior information from intermediate features of the backbone network to enable more flexible parameter expansion, and orchestrating an efficient expansion of the parameter space through guided optimization.