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Memory compression is an important approach in computer architecture for decreasing memory footprint and improving system performance. In this paper, we use C/C++ to develop a current memory compression algorithm; the Global Bases Delta…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-28 Adeyemi Aina

Code coverage is a valuable guide for testing, but in AAA games the overhead of instrumentation conflicts with strict performance requirements and can destabilize automated tests. We propose and assess a selective instrumentation approach…

Software Engineering · Computer Science 2026-01-26 Ian Gauk , Doriane Olewicki , Joshua Romoff , Cor-Paul Bezemer

Deep learning is being used extensively in a variety of software engineering tasks, e.g., program classification and defect prediction. Although the technique eliminates the required process of feature engineering, the construction of…

Software Engineering · Computer Science 2021-11-24 Zhehao Zhao , Bo Yang , Ge Li , Huai Liu , Zhi Jin

Large Language Models (LLMs) such as ChatGPT-4, Claude 3, and LLaMA 4 are increasingly embedded in software/application development, supporting tasks from code generation to debugging. Yet, their real-world effectiveness in detecting…

Software Engineering · Computer Science 2026-04-28 Akshay Mhatre , Noujoud Nader , Patrick Diehl , Deepti Gupta

Computing has a huge memory problem. The memory system, consisting of multiple technologies at different levels, is responsible for most of the energy consumption, performance bottlenecks, robustness problems, monetary cost, and hardware…

Hardware Architecture · Computer Science 2025-09-05 Onur Mutlu , Ataberk Olgun , Ismail Emir Yuksel

Sonatype's 2023 report found that 97% of developers and security leads integrate generative Artificial Intelligence (AI), particularly Large Language Models (LLMs), into their development process. Concerns about the security implications of…

Software Engineering · Computer Science 2025-07-24 Sivana Hamer , Marcelo d'Amorim , Laurie Williams

Rust is a multi-paradigm programming language developed by Mozilla that focuses on performance and safety. Rust code is arguably known best for its speed and memory safety, a property essential while developing embedded systems. Thus, it…

The adoption of Large Language Models (LLMs) for code generation in data science offers substantial potential for enhancing tasks such as data manipulation, statistical analysis, and visualization. However, the effectiveness of these models…

Software Engineering · Computer Science 2024-11-20 Nathalia Nascimento , Everton Guimaraes , Sai Sanjna Chintakunta , Santhosh Anitha Boominathan

Multilingual programming, which involves using multiple programming languages (PLs) in a single project, is increasingly common due to its benefits. However, it introduces cross-language bugs (CLBs), which arise from interactions between…

Software Engineering · Computer Science 2026-04-22 Zengyang Li , Yimeng Li , Binbin Huang , Peng Liang , Ran Mo , Hui Liu , Yutao Ma

Architecting software-intensive systems can be a complex process. It deals with the daunting tasks of unifying stakeholders' perspectives, designers' intellect, tool-based automation, pattern-driven reuse, and so on, to sketch a blueprint…

Software Engineering · Computer Science 2023-03-01 Aakash Ahmad , Muhammad Waseem , Peng Liang , Mahdi Fehmideh , Mst Shamima Aktar , Tommi Mikkonen

Code generation has largely improved development efficiency in the era of large language models (LLMs). With the ability to follow instructions, current LLMs can be prompted to generate code solutions given detailed descriptions in natural…

Software Engineering · Computer Science 2025-02-06 Yun Peng , Jun Wan , Yichen Li , Xiaoxue Ren

Code generation stands as a powerful technique in modern software development, improving development efficiency, reducing errors, and fostering standardization and consistency. Recently, ChatGPT has exhibited immense potential in automatic…

Software Engineering · Computer Science 2023-12-22 Youjia Li , Jianjun Shi , Zheng Zhang

Code language models have emerged as useful tools for various programming tasks, yet they often struggle when it comes to complex ones. In this paper, we explore the potential of curriculum learning in enhancing the performance of these…

Machine Learning · Computer Science 2024-07-16 Marwa Naïr , Kamel Yamani , Lynda Said Lhadj , Riyadh Baghdadi

Designing and implementing secure software is inarguably more important than ever. However, despite years of research into privilege separating programs, it remains difficult to actually do so and such efforts can take years of…

Cryptography and Security · Computer Science 2022-01-25 Ioannis Agadakos , Manuel Egele , William Robertson

Models trained on data composed of different groups or domains can suffer from severe performance degradation under distribution shifts. While recent methods have largely focused on optimizing the worst-group objective, this often comes at…

Machine Learning · Computer Science 2024-06-06 Hoang Phan , Andrew Gordon Wilson , Qi Lei

Commit messages are valuable resources for describing why code changes are committed to repositories in version control systems (e.g., Git). They effectively help developers understand code changes and better perform software maintenance…

Software Engineering · Computer Science 2025-09-22 Hongyu Kuang , Ning Zhang , Hui Gao , Xin Zhou , Wesley K. G. Assunção , Xiaoxing Ma , Dong Shao , Guoping Rong , He Zhang

Comments within code serve as a crucial foundation for software documentation, facilitating developers to communicate and understand the code effectively. However, code-comment inconsistency (CCI) can negatively affect software development,…

Software Engineering · Computer Science 2025-06-26 Renyi Zhong , Yintong Huo , Wenwei Gu , Jinxi Kuang , Zhihan Jiang , Guangba Yu , Yichen Li , David Lo , Michael R. Lyu

Using large language models (LLMs) for source code has recently gained attention. LLMs, such as Transformer-based models like Codex and ChatGPT, have been shown to be highly capable of solving a wide range of programming problems. However,…

Computation and Language · Computer Science 2023-06-27 Atsushi Shirafuji , Yutaka Watanobe , Takumi Ito , Makoto Morishita , Yuki Nakamura , Yusuke Oda , Jun Suzuki

One of the central tasks in software maintenance is being able to understand and develop code changes. Thus, given a natural language description of the desired new operation of a function, an agent (human or AI) might be asked to generate…

Software Engineering · Computer Science 2025-02-05 Kunal Pai , Premkumar Devanbu , Toufique Ahmed

Programs written in C/C++ can suffer from serious memory fragmentation, leading to low utilization of memory, degraded performance, and application failure due to memory exhaustion. This paper introduces Mesh, a plug-in replacement for…

Programming Languages · Computer Science 2020-04-30 Bobby Powers , David Tench , Emery D. Berger , Andrew McGregor