Jianyu Wang

Tackling the Objective Inconsistency Problem in Heterogeneous Federated Optimization

Jianyu Wang, Qinghua Liu, Hao Liang et al. · arXiv (Cornell University) · 2020 · 571 citations · Full text

Mathematical Programming, Cluster Computing, Large-scale Global Optimization +17

Client Selection in Federated Learning: Convergence Analysis and\n Power-of-Choice Selection Strategies

Yae Jee Cho, Jianyu Wang, Gauri Joshi · arXiv (Cornell University) · 2020 · 221 citations · Full text

Cooperative SGD: A unified Framework for the Design and Analysis of Communication-Efficient SGD Algorithms

Jianyu Wang, Gauri Joshi · arXiv (Cornell University) · 2018 · 176 citations · Full text

Cluster Computing, Engineering, Distributed Ai System +16

A Novel Framework for the Analysis and Design of Heterogeneous Federated Learning

Jianyu Wang, Qinghua Liu, Hao Liang et al. · IEEE Transactions on Signal Processing · 2021 · 116 citations

Artificial Intelligence, Mathematical Programming, Engineering +17

MATCHA: Speeding Up Decentralized SGD via Matching Decomposition Sampling

Jianyu Wang, Anit Kumar Sahu, Zhouyi Yang et al. · 2019 · 112 citations

Cluster Computing, Engineering, Machine Learning +21