2 papers
cs.AI2024
Federated Progressive Self-Distillation with Logits Calibration for Personalized IIoT Edge Intelligence
Yingchao Wang, Wenqi Niu
Personalized Federated Learning (PFL) focuses on tailoring models to individual IIoT clients in federated learning by addressing data heterogeneity and diverse user needs. Although…
cs.LG2024
Efficient and Robust Knowledge Distillation from A Stronger Teacher Based on Correlation Matching
Wenqi Niu, Yingchao Wang, Guohui Cai +1
Knowledge Distillation (KD) has emerged as a pivotal technique for neural network compression and performance enhancement. Most KD methods aim to transfer dark knowledge from a cum…