633 citations · 1.5k across the 68 of their papers we have counts for
3 papers · 1 filter
Delay Asymptotics and Bounds for Multi-Task Parallel Jobs
Weina Wang, Mor Harchol-Balter, Haotian Jiang +2
We study delay of jobs that consist of multiple parallel tasks, which is a critical performance metric in a wide range of applications such as data file retrieval in coded storage…
On the convergence rate of distributed gradient methods for finite-sum optimization under communication delays
Thinh T. Doan, Carolyn L. Beck, R. Srikant
Motivated by applications in machine learning and statistics, we study distributed optimization problems over a network of processors, where the goal is to optimize a global object…
Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks
Shiyu Liang, Yixuan Li, R. Srikant
We consider the problem of detecting out-of-distribution images in neural networks. We propose ODIN, a simple and effective method that does not require any change to a pre-trained…