Rescaled ASGD recovers convergence to the true global objective by rescaling worker stepsizes proportional to computation times, matching the known time lower bound in the leading term under non-convex smoothness and bounded heterogeneity.
Studying the Association Between Bountysource Bounties and the Issue-Addressing Likelihood of GitHub Issue Reports
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TwoStepDemocracy is a P2P prototype demonstrating technical feasibility of a coordination layer that separates demand, approval, and payment for democratic evolution of decentralized protocols.
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Rescaled Asynchronous SGD: Optimal Distributed Optimization under Data and System Heterogeneity
Rescaled ASGD recovers convergence to the true global objective by rescaling worker stepsizes proportional to computation times, matching the known time lower bound in the leading term under non-convex smoothness and bounded heterogeneity.