Search Results for author: Gaurav Tendolkar

Found 2 papers, 0 papers with code

Distributed SGD Generalizes Well Under Asynchrony

no code implementations29 Sep 2019 Jayanth Regatti, Gaurav Tendolkar, Yi Zhou, Abhishek Gupta, Yingbin Liang

The performance of fully synchronized distributed systems has faced a bottleneck due to the big data trend, under which asynchronous distributed systems are becoming a major popularity due to their powerful scalability.

Some Limit Properties of Markov Chains Induced by Stochastic Recursive Algorithms

no code implementations24 Apr 2019 Abhishek Gupta, Hao Chen, Jianzong Pi, Gaurav Tendolkar

We show that starting from the same initial condition, the distribution of the random sequence generated by the iterated random operators converges weakly to the trajectory generated by the contraction operator.

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