2 papers
cs.LG2024
One-shot Federated Learning via Synthetic Distiller-Distillate Communication
Junyuan Zhang, Songhua Liu, Xinchao Wang
One-shot Federated learning (FL) is a powerful technology facilitating collaborative training of machine learning models in a single round of communication. While its superiority l…
cs.LG2024
Distilled Datamodel with Reverse Gradient Matching
Jingwen Ye, Ruonan Yu, Songhua Liu +1
The proliferation of large-scale AI models trained on extensive datasets has revolutionized machine learning. With these models taking on increasingly central roles in various appl…