Blitz: A Principled Meta-Algorithm for Scaling Sparse Optimization. - Tyler B. Johnson; Carlos Guestrin (ICML, 2015)

Unified Methods for Exploiting Piecewise Linear Structure in Convex Optimization. - Tyler B. Johnson; Carlos Guestrin (NIPS, 2016)

StingyCD: Safely Avoiding Wasteful Updates in Coordinate Descent. - Tyler B. Johnson; Carlos Guestrin (ICML, 2017)

Training Deep Models Faster with Robust, Approximate Importance Sampling. - Tyler B. Johnson; Carlos Guestrin (NeurIPS, 2018)

A Fast, Principled Working Set Algorithm for Exploiting Piecewise Linear Structure in Convex Problems. - Tyler B. Johnson; Carlos Guestrin (CoRR, 2018)

AdaScale SGD: A User-Friendly Algorithm for Distributed Training. - Tyler B. Johnson; Pulkit Agrawal 002; Haijie Gu; Carlos Guestrin (ICML, 2020)