Qianlin Liang

Ph.D candidate at University of Massachusetts, Amherst.

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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
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.
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).