Jianwen Xiang

Self-distillation framework via historical collaborative learning for image classification

This work proposes a novel Historical Collaborative Learning (HCL) framework empowered by adaptive dual-state historical supervision that jointly exploits long-term and short-term historical knowledge to produce complementary supervision signals.