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Breakthroughs in the generative AI domain have fueled an explosion of large language model (LLM)-powered applications, whose workloads fundamentally consist of sequences of inferences through transformer architectures. Within this rapidly…

分布式、并行与集群计算 · 计算机科学 2026-03-09 Burak Topcu , Musa Oguzhan Cim , Poovaiah Palangappa , Meena Arunachalam , Mahmut Taylan Kandemir

Engineering problems that apply machine learning often involve computationally intensive methods but rely on limited datasets. As engineering data evolves with new designs and constraints, models must incorporate new knowledge over time.…

机器学习 · 计算机科学 2025-04-18 Kaira M. Samuel , Faez Ahmed

Nowadays distributed computing environments, large amounts of data are generated from different resources with a high velocity, rendering the data difficult to capture, manage, and process within existing relational databases. Hadoop is a…

分布式、并行与集群计算 · 计算机科学 2023-10-24 Rana Ghazali , Douglas G. Down

Intelligent services provide the power of AI to developers via simple RESTful API endpoints, abstracting away many complexities of machine learning. However, most of these intelligent services-such as computer vision-continually learn with…

软件工程 · 计算机科学 2020-05-28 Alex Cummaudo , Scott Barnett , Rajesh Vasa , John Grundy , Mohamed Abdelrazek

Simulators are a primary tool in computer architecture research but are extremely computationally intensive. Simulating modern architectures with increased core counts and recent workloads can be challenging, even on modern hardware. This…

分布式、并行与集群计算 · 计算机科学 2025-05-27 Rodrigo Huerta , Antonio González

MapReduce and its variants have significantly simplified and accelerated the process of developing parallel programs. However, most MapReduce implementations focus on data-intensive tasks while many real-world tasks are compute intensive…

分布式、并行与集群计算 · 计算机科学 2019-02-07 Junhao Li , Hang Zhang

The advanced capabilities of Large Language Models (LLMs) have inspired the development of various interactive web services or applications, such as ChatGPT, which offer query inference services for users. Unlike traditional DNN model, the…

机器学习 · 计算机科学 2024-10-25 Peizhuang Cong , Qizhi Chen , Haochen Zhao , Tong Yang

Preserving invariants while designing distributed applications under weak consistency models is difficult. The CEC (Correct Eventual Consistency Tool) is meant to aid the application designer in this task. It provides information about the…

分布式、并行与集群计算 · 计算机科学 2018-07-18 Sreeja Nair , Marc Shapiro

To alleviate the cost of regression testing in continuous integration (CI), a large number of machine learning-based (ML-based) test case prioritization techniques have been proposed. However, it is yet unknown how they perform under the…

软件工程 · 计算机科学 2023-11-23 Yifan Zhao , Dan Hao , Lu Zhang

This paper surveys and describes the implementation of parallelization of the Mizar proof checking and of related Mizar utilities. The implementation makes use of Mizar's compiler-like division into several relatively independent passes,…

数学软件 · 计算机科学 2014-05-23 Josef Urban

Buffering architectures and policies for their efficient management constitute one of the core ingredients of a network architecture. In this work we introduce a new specification language, BASEL, that allows to express virtual buffering…

网络与互联网体系结构 · 计算机科学 2015-10-15 Kirill Kogan , Danushka Menikkumbura , Gustavo Petri , Youngtae Noh , Sergey Nikolenko , Patrick Eugster

Kernel fuzzing is important for finding critical kernel vulnerabilities. Close-source (e.g., Windows) operating system kernel fuzzing is even more challenging due to the lack of source code. Existing approaches fuzz the kernel by modeling…

密码学与安全 · 计算机科学 2023-08-09 Zian Liu , Chao Chen , Muhammad Ejaz Ahmed , Jun Zhang , Dongxi Liu

Manual development of automatic tests for embedded C software is a strenuous and time-consuming task that does not scale well. With the accelerating pace of software release cycles, verification increasingly becomes the bottleneck in the…

软件工程 · 计算机科学 2026-03-11 Maximilian Harnot , Sebastian Komarnicki , Michal Polok , Timo Oksanen

In recent years, recommender systems have advanced rapidly, where embedding learning for users and items plays a critical role. A standard method learns a unique embedding vector for each user and item. However, such a method has two…

人工智能 · 计算机科学 2023-02-13 Yizhou Chen , Guangda Huzhang , Anxiang Zeng , Qingtao Yu , Hui Sun , Heng-yi Li , Jingyi Li , Yabo Ni , Han Yu , Zhiming Zhou

Continuous Integration (CI) has evolved from a tooling strategy to a fundamental mindset in modern CI engineering. It enables teams to develop, test, and deliver software rapidly and collaboratively. Among CI services, GitHub Actions (GHA)…

软件工程 · 计算机科学 2025-07-25 Edward Abrokwah , Taher A. Ghaleb

RESTful APIs are a type of web services that are widely used in industry. In the last few years, a lot of effort in the research community has been spent in designing novel techniques to automatically fuzz those APIs to find faults in them.…

软件工程 · 计算机科学 2022-07-11 Man Zhang , Andrea Arcuri

In modern software engineering, Continuous Integration (CI) has become an indispensable step towards systematically managing the life cycles of software development. Large companies struggle with keeping the pipeline updated and…

软件工程 · 计算机科学 2020-12-22 João Lousada , Miguel Ribeiro

Serverless computing has gained a significant traction in recent times because of its simplicity of development, deployment and fine-grained billing. However, while implementing complex services comprising databases, file stores, or more…

网络与互联网体系结构 · 计算机科学 2019-11-19 Bishakh Chandra Ghosh , Sourav Kanti Addya , Nishant Baranwal Somy , Shubha Brata Nath , Sandip Chakraborty , Soumya K Ghosh

We study the evolution and impact of bloated dependencies in a single software ecosystem: Java/Maven. Bloated dependencies are third-party libraries that are packaged in the application binary but are not needed to run the application. We…

软件工程 · 计算机科学 2021-06-01 César Soto-Valero , Thomas Durieux , Benoit Baudry

Class Incremental Learning (CIL) requires models to continuously learn new classes without forgetting previously learned ones, while maintaining stable performance across all possible class sequences. In real-world settings, the order in…

机器学习 · 计算机科学 2026-03-05 Guannan Lai , Da-Wei Zhou , Xin Yang , Han-Jia Ye