郭甜

Tian Guo

Office: Fuller Labs 138
100 Institute Road
Worcester, MA 01609

Phone: (508)831-6860

👩🏻‍💻 About Me

I am an Assistant Professor in the Computer Science Department at Worcester Polytechnic Institute (WPI) and a proud member of the Cake Lab! Broadly, I am interested in designing systems mechanisms and policies to handle trade-offs in cost, performance, and efficiency for emerging applications. Specifically, I have worked on projects related to cloud/edge resource management, big data frameworks, deep learning inference, distributed training, neural architecture search, and AR/VR. My recent work has a strong focus on improving system support for deep learning and on the practical applications of deep learning in AR/VR.

I completed my Ph.D. at the University of Massachusetts Amherst advised by Prof. Prashant Shenoy. Before that, I received my B.E. from Nanjing University and was an exchange student at National Cheng Kung University.

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📰 Publications

FiShNet: Fine-Grained Filter Sharing for Resource-Efficient Multi-Task Learning

Xin Dai, Xiangnan Kong, Tian Guo, Xinlu He

ACM International Conference on Information and Knowledge Management (CIKM'21)

paper

Many Models at the Edge:Scaling Deep Inference via Model-Level Caching

Samuel S. Ogden, Guin R. Gilman, Robert J. Walls, Tian Guo

2nd IEEE International Conference on Autonomic Computing and Self-Organizing Systems (ACSOS'21)

code , paper

Enabling Sustainable Clouds: The Case for Virtualizing the Energy System

Noman Bashir, Tian Guo, Mohammad Hajiesmaili, David Irwin, Prashant Shenoy, Ramesh Sitaraman, Abel Souza, Adam Wierman

ACM Symposium on Cloud Computing 2021 (SoCC'21)

paper

On the Future of Cloud Engineering

David Bermbach, Abhishek Chandra, Chandra Krintz, Aniruddha Gokhale, Aleksander Slominski, Lauritz Thamsen, Everton Cavalcante, Tian Guo, Ivona Brandic, Rich Wolski

9th IEEE International Conference on Cloud Engineering (IC2E'21)

paper

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🤝 Recent Collaborators
Prashant Shenoy
Robert Walls
Xiangnan Kong
Lijie Xu
Sheng Wei
Prateek Sharma
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