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math.OC2020
Coordinated Online Learning for Multi-Agent Systems with Coupled Constraints and Perturbed Utility Observations
Ezra Tampubolon, Holger Boche
Competitive non-cooperative online decision-making agents whose actions increase congestion of scarce resources constitute a model for widespread modern large-scale applications. T…
math.OC2019★ 2 cited
Robust Online Learning for Resource Allocation -- Beyond Euclidean Projection and Dynamic Fit
Ezra Tampubolon, Holger Boche
Online-learning literature has focused on designing algorithms that ensure sub-linear growth of the cumulative long-term constraint violations. The drawback of this guarantee is th…