Riemannian EXTRA: Communication-efficient decentralized optimization over compact submanifolds with data heterogeneity

Jiayuan Wu, Zhanwang Deng, Jiang Hu +2

We consider decentralized optimization over a compact Riemannian submanifold in a network of $n$ agents, where each agent holds a smooth, nonconvex local objective defined by its p…