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Yiping Kang
Researcher at University of Michigan
Publications - 15
Citations - 1150
Yiping Kang is an academic researcher from University of Michigan. The author has contributed to research in topics: Computer science & Server. The author has an hindex of 6, co-authored 11 publications receiving 771 citations.
Papers
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Proceedings ArticleDOI
Neurosurgeon: Collaborative Intelligence Between the Cloud and Mobile Edge
TL;DR: Neurosurgeon, a lightweight scheduler to automatically partition DNN computation between mobile devices and datacenters at the granularity of neural network layers is designed, finding that a fine-grained, layer-level computation partitioning strategy based on the data and computation variations of each layer within a DNN has significant latency and energy advantages over the status quo approach.
Proceedings ArticleDOI
DjiNN and Tonic: DNN as a service and its implications for future warehouse scale computers
Johann Hauswald,Yiping Kang,Michael A. Laurenzano,Quan Chen,Cheng Li,Trevor Mudge,Ronald G. Dreslinski,Jason Mars,Lingjia Tang +8 more
TL;DR: DjiNN is used to design a high throughput DNN system based on massive GPU server designs and insights are provided as to the varying characteristics across applications and several design points for future WSC architectures are investigated.
Proceedings ArticleDOI
Data Collection for Dialogue System: A Startup Perspective
TL;DR: A study of crowdsourcing methods for a user intent classification task in a deployed dialogue system and quantitatively analyzes the quality of the collected data and the downstream model performance on a test set of real user queries from production logs.
Journal ArticleDOI
Designing Future Warehouse-Scale Computers for Sirius, an End-to-End Voice and Vision Personal Assistant
Johann Hauswald,Michael A. Laurenzano,Yunqi Zhang,Hailong Yang,Yiping Kang,Cheng Li,Austin Rovinski,Arjun Khurana,Ronald G. Dreslinski,Trevor Mudge,Vinicius Petrucci,Lingjia Tang,Jason Mars +12 more
TL;DR: The design of Sirius is presented, an open end-to-end IPA Web-service application that accepts queries in the form of voice and images, and responds with natural language and it is found that accelerators are critical for the future scalability of IPA services.
Patent
Data processing apparatus with memory rename table for mapping memory addresses to registers
TL;DR: In this article, a memory rename table for storing memory rename entries each identifying a mapping between a memory address of a location in memory and a mapped register of a plurality of registers.