Xinning Hui

College of Engineering

Works (5)

Updated: August 2nd, 2025 05:02

2025 journal article

Exploring Function Granularity for Serverless Machine Learning Application with GPU Sharing

PROCEEDINGS OF THE ACM ON MEASUREMENT AND ANALYSIS OF COMPUTING SYSTEMS, 9(1).

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 journal article

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

PROCEEDINGS OF THE ACM ON PROGRAMMING LANGUAGES-PACMPL, 9(PLDI).

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 E.icient Scheduling of DNN Workflows on Serverless Platforms with Shareable GPUs

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

2022 MINING SOFTWARE REPOSITORIES CONFERENCE (MSR 2022), pp. 744–756.

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

PROCEEDINGS OF THE 2022 31ST INTERNATIONAL CONFERENCE ON PARALLEL ARCHITECTURES AND COMPILATION TECHNIQUES, PACT 2022, pp. 223–238.

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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