CV
General Information
Full Name | Yuqi Xue |
yuqixue2@illinois.edu | |
Research Interests | Computer Architecture and Systems, AL Infrastructure. AI/ML Accelerators. |
Languages | Chinese, English |
Education
- 2021 - Now
PhD in Electrical and Computer Engineering
University of Illinois at Urbana-Champaign
- 2017 - 2021
Bachelor of Science in Computer Engineering
Bachelor of Science in MathematicsUniversity of Illinois at Urbana-Champaign
- 2014 - 2017
High School
Shenzhen Middle School, Shenzhen, Guangdong, China
Experience
- 2021 - Now
Graduate Research Assistant
Systems Platform Research Group, UIUC
- Spring 2023
Graduate Teaching Assistant
ECE 522, UIUC
- Fall 2022
- Jan - Jun 2020
Undergraduate Grader
ECE 310, UIUC
Research Projects
- 2022
Hardware-assisted Multi-tenant Neural Processing Unit
- Conducts a thorough study of the resource utilization of modern NPUs with real hardware devices.
- Proposes a multi-tenant NPU design for improving resource utilization and fairness.
- Designs a tensor operator scheduler that improves the fairness and throughput for collocated ML workloads.
- Develops a clustering scheme to identify pairs of collocatable DNN workloads.
- 2022
Software-Defined Rack-Scale Storage System with Network-Storage Co-Design
- Proposes a rack-scale storage system that co-designs software-defined network and software-defined storage.
- Develops a new I/O scheduling mechanism across network and storage for predictable performance.
- Develops a coordinated GC mechanism for a rack of SSDs to minimize the impact on the storage performance.
- Develops a rack-scale wear leveling mechanism for ensuring the uniform lifetime of a rack of SSDs.
- 2021
Trusted Execution Environment for In-Storage Computing
- Develops IceClave, a trusted execution environment for in-storage computing in modern solid-state drives.
- Enables security isolation between in-storage apps and the flash translation layer with ARM TrustZone.
- Proposes efficient memory encryption and verification method to protect user data against physical attacks.
Talks
-
IceClave: A Trusted Execution Environment for In-Storage Computing
- 54th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO'21). Virtual. Oct 19, 2021.
- 17th Coordinated Science Lab Student Conference (CSLSC'22). Urbana, IL, United States. Feb 24, 2022.
- 13th Annual Non-Volatile Memories Workshop (NVMW'22). San Diego, CA, United States. May 10, 2022.
Services
-
Artifact Evaluation Committee
- IEEE/ACM International Symposium on Microarchitecture (MICRO), 2022
- USENIX Symposium on Operating Systems Design and Implementation (OSDI), 2022, 2023
- USENIX Annual Technical Conference (ATC), 2022, 2023
- IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2023
-
Reviewer
- IEEE Computer Architecture Letters, 2022
-
Organizing Committee
- The 1st Workshop on Hot Topics in System Infrastructure (HotInfra'23), Web Chair, 2023