An architecture for the deployment of statistical models for the big data era. - Juergen Heit; Jiayi Liu 002; Mohak Shah (IEEE BigData, 2016)

Distributed NoSQL Data Stores: Performance Analysis and a Case Study. - Abdeltawab M. Hendawi; Jayant Gupta; Jiayi Liu 002; Ankur Teredesai; Naveen Ramakrishnan; Mohak Shah; Mohamed H. Ali (IEEE BigData, 2018)

Effective Building Block Design for Deep Convolutional Neural Networks using Search. - Jayanta K. Dutta; Jiayi Liu 002; Unmesh Kurup; Mohak Shah (CoRR, 2018)

Make (Nearly) Every Neural Network Better: Generating Neural Network Ensembles by Weight Parameter Resampling. - Jiayi Liu 002; Samarth Tripathi; Unmesh Kurup; Mohak Shah (CoRR, 2018)

Auptimizer - an Extensible, Open-Source Framework for Hyperparameter Tuning. - Jiayi Liu 002; Samarth Tripathi; Unmesh Kurup; Mohak Shah (IEEE BigData, 2019)

Robust Neural Network Training using Periodic Sampling over Model Weights. - Samarth Tripathi; Jiayi Liu 002; Unmesh Kurup; Mohak Shah (CoRR, 2019)

On-Device Machine Learning: An Algorithms and Learning Theory Perspective. - Sauptik Dhar; Junyao Guo; Jiayi Liu 002; Samarth Tripathi; Unmesh Kurup; Mohak Shah (CoRR, 2019)

Benchmarking large-scale data management for Internet of Things. - Abdeltawab M. Hendawi; Jayant Gupta; Jiayi Liu 002; Ankur Teredesai; Naveen Ramakrishnan; Mohak Shah; Shaker H. Ali El-Sappagh; Kyung-Sup Kwak; Mohamed H. Ali (J. Supercomput., 2019)

Improving Model Training by Periodic Sampling over Weight Distributions. - Samarth Tripathi; Jiayi Liu 002; Sauptik Dhar; Unmesh Kurup; Mohak Shah (IEEE BigData, 2020)

Pruning Algorithms to Accelerate Convolutional Neural Networks for Edge Applications: A Survey. - Jiayi Liu 002; Samarth Tripathi; Unmesh Kurup; Mohak Shah (CoRR, 2020)

Stochastic Whitening Batch Normalization. - Shengdong Zhang; Ehsan Nezhadarya; Homa Fashandi; Jiayi Liu 002; Darin Graham; Mohak Shah (CVPR, 2021)

A Survey of On-Device Machine Learning: An Algorithms and Learning Theory Perspective. - Sauptik Dhar; Junyao Guo; Jiayi (Jason) Liu; Samarth Tripathi; Unmesh Kurup; Mohak Shah (ACM Trans. Internet Things, 2021)