LANCE: Low Rank Activation Compression for Efficient On-Device Continual Learning

Marco Paul E. Apolinario, Kaushik Roy

On-device learning is essential for personalization, privacy, and long-term adaptation in resource-constrained environments. Achieving this requires efficient learning, both fine-t…