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Oral
Wed Jul 11th 05:00 -- 05:20 PM @ A9
The Power of Interpolation: Understanding the Effectiveness of SGD in Modern Over-parametrized Learning
Siyuan Ma · Raef Bassily · Mikhail Belkin
Oral
Wed Jul 11th 05:20 -- 05:30 PM @ A9
Fast Variance Reduction Method with Stochastic Batch Size
University of California Xuanqing Liu · Cho-Jui Hsieh
Oral
Wed Jul 11th 05:30 -- 05:40 PM @ A9
SGD and Hogwild! Convergence Without the Bounded Gradients Assumption
Lam Nguyen · PHUONG HA NGUYEN · Marten van Dijk · Peter Richtarik · Katya Scheinberg · Martin Takac
Oral
Wed Jul 11th 05:40 -- 05:50 PM @ A9
Lightweight Stochastic Optimization for Minimizing Finite Sums with Infinite Data
Shuai Zheng · James Kwok
Oral
Wed Jul 11th 05:50 -- 06:00 PM @ A9
A Simple Stochastic Variance Reduced Algorithm with Fast Convergence Rates
Kaiwen Zhou · Fanhua Shang · James Cheng