Exact Decentralized Optimization via Explicit ${\ell }_1$ Consensus Penalties

Hong Wang

Consensus optimization enables autonomous agents to solve joint tasks through peer-to-peer exchanges alone. Classical decentralized gradient descent is appealing for its minimal st…