Tyler B. Johnson

Publication Activity (10 Years)

Years Active: 2015-2020
Publications (10 Years): 6

Top Topics

Importance Sampling

Piecewise Linear

Top Venues

Publications

Tyler B. Johnson, Pulkit Agrawal, Haijie Gu, Carlos Guestrin
AdaScale SGD: A User-Friendly Algorithm for Distributed Training. ICML (2020)
Tyler B. Johnson, Pulkit Agrawal, Haijie Gu, Carlos Guestrin
AdaScale SGD: A User-Friendly Algorithm for Distributed Training. CoRR (2020)
Tyler B. Johnson, Carlos Guestrin
Training Deep Models Faster with Robust, Approximate Importance Sampling. NeurIPS (2018)
Tyler B. Johnson, Carlos Guestrin
A Fast, Principled Working Set Algorithm for Exploiting Piecewise Linear Structure in Convex Problems. CoRR (2018)
Tyler B. Johnson, Carlos Guestrin
StingyCD: Safely Avoiding Wasteful Updates in Coordinate Descent. ICML (2017)
Tyler B. Johnson, Carlos Guestrin
Unified Methods for Exploiting Piecewise Linear Structure in Convex Optimization. NIPS (2016)
Tyler B. Johnson, Carlos Guestrin
Blitz: A Principled Meta-Algorithm for Scaling Sparse Optimization. ICML (2015)