12 citations · 13 across the 4 of their papers we have counts for
4 papers
Boosting Distributed Machine Learning Training Through Loss-tolerant Transmission Protocol
Zixuan Chen, Lei Shi, Xuandong Liu +3
Distributed Machine Learning (DML) systems are utilized to enhance the speed of model training in data centers (DCs) and edge nodes. The Parameter Server (PS) communication archite…
NetRep: Automatic Repair for Network Programs
Lei Shi, Yuepeng Wang, Rajeev Alur +1
Debugging imperative network programs is a challenging task for developers because understanding various network modules and complicated data structures is typically time-consuming…
Session-layer Attack Traffic Classification by Program Synthesis
Lei Shi, Yahui Li, Rajeev Alur +1
Writing classification rules to identify malicious network traffic is a time-consuming and error-prone task. Learning-based classification systems automatically extract such rules…
Functional Hashing for Compressing Neural Networks
Lei Shi, Shikun Feng, Zhifan Zhu
As the complexity of deep neural networks (DNNs) trend to grow to absorb the increasing sizes of data, memory and energy consumption has been receiving more and more attentions for…