Xinning Hui

College of Engineering

Works (5)

Updated: August 2nd, 2025 05:02

2025 article

Exploring Function Granularity for Serverless Machine Learning Application with GPU Sharing

Hui, X., Xu, Y., & Shen, X. (2025, March 6). Proceedings of the ACM on Measurement and Analysis of Computing Systems, Vol. 9.

By: X. Hui n, Y. Xu * & X. Shen n 

author keywords: Computer systems organization; Cloud Computing; Computing methodologies; Planning and scheduling
topics (OpenAlex): Cloud Computing and Resource Management; Distributed and Parallel Computing Systems; Blockchain Technology Applications and Security
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Web Of Science, ORCID, NC State University Libraries
Added: March 10, 2025

2025 article

Reductive Analysis with Compiler-Guided Large Language Models for Input-Centric Code Optimizations

Wang, X., Hui, X., Liao, C., & Shen, X. (2025, June 10). Proceedings of the ACM on Programming Languages, Vol. 9.

By: X. Wang n, X. Hui n, C. Liao * & X. Shen n 

author keywords: Large Language Models; Program Optimization; Input-Centric Optimization; Seminal Behavior Identification; Predictive Modeling
topics (OpenAlex): Parallel Computing and Optimization Techniques; Distributed and Parallel Computing Systems; Scientific Computing and Data Management
Sources: Web Of Science, ORCID, NC State University Libraries
Added: June 13, 2025

2024 article

ESG: Pipeline-Conscious Efficient Scheduling of DNN Workflows on Serverless Platforms with Shareable GPUs

Hui, X., Xu, Y., Guo, Z., & Shen, X. (2024, June 3). PROCEEDINGS OF THE 33RD INTERNATIONAL SYMPOSIUM ON HIGH-PERFORMANCE PARALLEL AND DISTRIBUTED COMPUTING, HPDC 2024.

By: X. Hui n, Y. Xu *, Z. Guo n  & X. Shen n 

author keywords: Cloud computing; Serverless Computing; Quality of Service; Function-as-a-Service; Resource Management; Resource Allocation; Resource E.ciency; Machine Learning for Systems; Deep Learning
topics (OpenAlex): Distributed and Parallel Computing Systems; Cloud Computing and Resource Management; Brain Tumor Detection and Classification
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: September 1, 2024

2022 article

A deep study of the effects and fixes of server-side request races in web applications

Qiu, Z., Shao, S., Zhao, Q., Khan, H. A., Hui, X., & Jin, G. (2022, May 23).

By: Z. Qiu n, S. Shao n, Q. Zhao n , H. Khan n, X. Hui n & G. Jin n

author keywords: web-application request races; characteristic study; Object-Relational Mapping; external and internal effects; fix strategies
topics (OpenAlex): Software System Performance and Reliability; Distributed systems and fault tolerance; Cloud Computing and Resource Management
TL;DR: This study reveals that request races from ORM-based web applications share the same characteristics as those from raw-SQL web applications, and request races violating application semantics without explicit crashes and error messages externally are common, and latent request races are also common. (via Semantic Scholar)
Source: Web Of Science
Added: September 19, 2022

2022 article

Understanding and Reaching the Performance Limit of Schedule Tuning on Stable Synchronization Determinism

Zhao, Q., Qiu, Z., Shao, S., Hui, X., Khan, H. A., & Jin, G. (2022, October 8).

By: Q. Zhao n , Z. Qiu n, S. Shao n, X. Hui n, H. Khan n & G. Jin n

author keywords: stable synchronization determinism; performance limit; synchronization scheduling; scheduling-oblivious overheads; totally-ordered synchronization; workload-length imbalance
topics (OpenAlex): Distributed systems and fault tolerance; Parallel Computing and Optimization Techniques; Distributed and Parallel Computing Systems
TL;DR: It is concluded that minSMT successfully reaches the performance limit of stable synchronization determinism on 107 out of 108 benchmarks after excluding the impact of scheduling-oblivious overheads, and this also results in significant performance improvements compared with state-of-the-art stable synchronization-determinism systems on 9 benchmarks. (via Semantic Scholar)
Source: Web Of Science
Added: October 23, 2023

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