776 citations · 2.2k across the 24 of their papers we have counts for
Showing 2017 · cs.LGShow all
2 papers · 2 filters
cs.LG2017★ 9 cited
A Unified Approach to Adaptive Regularization in Online and Stochastic Optimization
Vineet Gupta, Tomer Koren, Yoram Singer
We describe a framework for deriving and analyzing online optimization algorithms that incorporate adaptive, data-dependent regularization, also termed preconditioning. Such algori…
cs.LG2017★ 7 cited
Random Features for Compositional Kernels
Amit Daniely, Roy Frostig, Vineet Gupta +1
We describe and analyze a simple random feature scheme (RFS) from prescribed compositional kernels. The compositional kernels we use are inspired by the structure of convolutional…