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

The techniques seem interesting and may be useful for other analyses. I liked the use of optimism here and I think this in particular is an under-utilized type of guarantee that might have more applications. I found even the proofs in the appendices to be fairly painless to follow!