UniXGrad: A Universal, Adaptive Algorithm with Optimal Guarantees for Constrained Optimization

Ali Kavis, Kfir Y. Levy, Francis Bach, Volkan Cevher

Neural Information Processing Systems 

Stochastic constrained optimization with first-order oracles (SCO) is critical in machine learning.