2 papers
cs.LG2026
Accelerating Decentralized Optimization via Overlapping Local Steps
Yijie Zhou, Shi Pu
Decentralized optimization has emerged as a critical paradigm for distributed learning, enabling scalable training while preserving data privacy through peer-to-peer collaboration.…
cs.LG2025
Asynchronous Decentralized SGD under Non-Convexity: A Block-Coordinate Descent Framework
Yijie Zhou, Shi Pu
Decentralized optimization has become vital for leveraging distributed data without central control, enhancing scalability and privacy. However, practical deployments face fundamen…