Qianlin Liang
Ph.D candidate at University of Massachusetts, Amherst.
A317 LGRC
140 Governors Dr
Amherst, MA, 01003
I am a Ph.D. candidate in the Manning College of Information and Computer Sciences at UMass Amherst. I am working with professor Prashant Shenoy in Laboratory for Advanced Software Systems. My research interests lie in the intersection of machine learning, edge computing, and distributed systems, with a focus on building systems for ML inference applications and understanding them through modeling, analysis, and experimentation.
I completed my Bachelor’s degree with honors from The Pennsylvania State University. I worked as an undergraduate researcher under the supervision of professor Bhuvan Urgaonkar. My undergraduate research focuses on modeling and analyzing the Amazon spot market for improving the cost-efficacy of cloud applications.
education
Dec, 2020 | M.S. Computer Science, University of Massachusetts, Amherst |
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May, 2016 | B.S. (Hons) Computer Science, The Pennsylvania State Universit |
news
Sep 26, 2023 | Our paper CarbonScaler: Leveraging Cloud Workload Elasticity for Optimizing Carbon-Efficiency has been accepted at SIGMETRICS 2024. |
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Sep 22, 2023 | Our paper Energy Time Fairness: Balancing Fair Allocation of Energy and Time for GPU Workloads has been accepeted at SEC 2023. |
Jan 20, 2023 | Our paper Dělen: Enabling Flexible and Adaptive Model-serving for Multi-tenant Edge AI has been accepeted at IoTDI 2023. |
Jan 19, 2023 | I pass my PhD thesis proposal defense. |
Jan 10, 2023 | Our paper Model-driven Cluster Resource Management for AI Workloads in Edge Clouds has been accepted at ACM Transactions on Adaptive andAutonomous Systems (TAAS). |