2025
Asynchronous Decentralized Optimization with Constraints: Achievable Speeds of Convergence for Directed Graphs
AISTATS 2025poster
We propose a novel decentralized convex optimization algorithm called ASY-DAGP, where each agent has its own distinct objective function and constraint set. Agents compute at different speeds, and their communication is delayed and directed. Employing local buffers, ASY-DAGP enhances asynchronous co…