Jiayi Liu

According to our database, Jiayi Liu authored at least 12 papers between 2016 and 2021.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

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

Stochastic Whitening Batch Normalization.

Shengdong Zhang, Ehsan Nezhadarya, Homa Fashandi, Jiayi Liu, Darin Graham, Mohak Shah

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

2020

Pruning Algorithms to Accelerate Convolutional Neural Networks for Edge Applications: A Survey.

Jiayi Liu, Samarth Tripathi, Unmesh Kurup, Mohak Shah

CoRR, 2020

Improving Model Training by Periodic Sampling over Weight Distributions.

Samarth Tripathi, Jiayi Liu, Sauptik Dhar, Unmesh Kurup, Mohak Shah

Proceedings of the 2020 IEEE International Conference on Big Data (IEEE BigData 2020), 2020

2019

Benchmarking large-scale data management for Internet of Things.

Abdeltawab M. Hendawi, Jayant Gupta, Jiayi Liu, Ankur Teredesai, Naveen Ramakrishnan, Mohak Shah, Shaker H. Ali El-Sappagh, Kyung-Sup Kwak, Mohamed H. Ali

J. Supercomput., 2019

On-Device Machine Learning: An Algorithms and Learning Theory Perspective.

Sauptik Dhar, Junyao Guo, Jiayi Liu, Samarth Tripathi, Unmesh Kurup, Mohak Shah

CoRR, 2019

Robust Neural Network Training using Periodic Sampling over Model Weights.

Samarth Tripathi, Jiayi Liu, Unmesh Kurup, Mohak Shah

CoRR, 2019

Auptimizer - an Extensible, Open-Source Framework for Hyperparameter Tuning.

Jiayi Liu, Samarth Tripathi, Unmesh Kurup, Mohak Shah

Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

2018

Make (Nearly) Every Neural Network Better: Generating Neural Network Ensembles by Weight Parameter Resampling.

Jiayi Liu, Samarth Tripathi, Unmesh Kurup, Mohak Shah

CoRR, 2018

Effective Building Block Design for Deep Convolutional Neural Networks using Search.

Jayanta K. Dutta, Jiayi Liu, Unmesh Kurup, Mohak Shah

CoRR, 2018

Distributed NoSQL Data Stores: Performance Analysis and a Case Study.

Abdeltawab M. Hendawi, Jayant Gupta, Jiayi Liu, Ankur Teredesai, Naveen Ramakrishnan, Mohak Shah, Mohamed H. Ali

Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

2016

An architecture for the deployment of statistical models for the big data era.

Juergen Heit, Jiayi Liu, Mohak Shah

Proceedings of the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), 2016