Zheng Xu

Local-Global Knowledge Distillation in Heterogeneous Federated Learning with Non-IID Data

Yutong Dai, Lichao Sun, Hai Jin, 2021, 2107.00051.

A Field Guide to Federated Optimization pdf

Suhas Diggavi, Ameet Talwalkar, Tara Javidi, 2021, ArXiv.

Practical and Private (Deep) Learning without Sampling or Shuffling pdf

Peter Kairouz, Shuang Song, Abhradeep Thakurta, 2021, ICML.

Efficient and Private Federated Learning with Partially Trainable Networks pdf

Ankush Garg, Hakim Sidahmed, Yuan Cao, 2021, ArXiv.

Local Adaptivity in Federated Learning: Convergence and Consistency pdf

Gauri Joshi, Zachary B. Charles, Zachary Garrett, 2021, ArXiv.

GradInit: Learning to Initialize Neural Networks for Stable and Efficient Training pdf

Tom Goldstein, Chen Zhu, Renkun Ni, 2021, NeurIPS.