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As a codebase expands over time, its library dependencies can become outdated and require updates to maintain innovation and security. However, updating a library can introduce breaking changes in the code, necessitating significant…

Software Engineering · Computer Science 2025-11-25 Vali Tawosi , Salwa Alamir , Xiaomo Liu , Manuela Veloso

Change impact analysis consists in predicting the impact of a code change in a software application. In this paper, we take a learning perspective on change impact analysis and consider the problem formulated as follows. The artifacts that…

Software Engineering · Computer Science 2021-11-09 Vincenzo Musco , Antonin Carette , Martin Monperrus , Philippe Preux

Recent advances in language models (LMs) have driven significant progress in various software engineering tasks. However, existing LMs still struggle with complex programming scenarios due to limitations in data quality, model architecture,…

Software Engineering · Computer Science 2026-01-09 Zhao Tian

Generative AI enables rapid ``vibe coding," where natural language prompts yield working software systems. While this lowers barriers to software creation, it also collapses the boundary between prototypes and engineered software, leading…

Software Engineering · Computer Science 2025-11-12 Jürgen Cito , Dominik Bork

Code super-optimization is the task of transforming any given program to a more efficient version while preserving its input-output behaviour. In some sense, it is similar to the paraphrase problem from natural language processing where the…

Machine Learning · Computer Science 2017-06-29 Rudy Bunel , Alban Desmaison , M. Pawan Kumar , Philip H. S. Torr , Pushmeet Kohli

Mainframe operating systems, despite their inception in the 1940s, continue to support critical sectors like finance and government. However, these systems are often viewed as outdated, requiring extensive maintenance and modernization.…

Computation and Language · Computer Science 2024-08-27 Anh T. V. Dau , Hieu Trung Dao , Anh Tuan Nguyen , Hieu Trung Tran , Phong X. Nguyen , Nghi D. Q. Bui

We extend the Jolie programming language to capture the native modelling of process-aware web information systems, i.e., web information systems based upon the execution of business processes. Our main contribution is to offer a unifying…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-04-22 Fabrizio Montesi

Code review is an integral part of any mature software development process, and identifying the best reviewer for a code change is a well-accepted problem within the software engineering community. Selecting a reviewer who lacks expertise…

AI-Driven Development Environments (AIDEs) Integrate the power of modern AI into IDEs like Visual Studio Code and JetBrains IntelliJ. By leveraging massive language models and the plethora of openly available source code, AIDEs promise to…

Software Engineering · Computer Science 2022-04-18 Neil Ernst , Gabriele Bavota

A major part of debugging, testing, and analyzing a complex software system is understanding what is happening within the system at run-time. Some developers advocate running within a debugger to better understand the system at this level.…

Software Engineering · Computer Science 2007-05-23 Joseph R. Kiniry

In this paper, we present an LLM-based code translation method and an associated tool called CoTran, that translates whole-programs from one high-level programming language to another. Existing LLM-based code translation methods lack…

Programming Languages · Computer Science 2024-10-31 Prithwish Jana , Piyush Jha , Haoyang Ju , Gautham Kishore , Aryan Mahajan , Vijay Ganesh

To accelerate software development, much research has been performed to help people understand and reuse the huge amount of available code resources. Two important tasks have been widely studied: code retrieval, which aims to retrieve code…

Software Engineering · Computer Science 2019-04-02 Ziyu Yao , Jayavardhan Reddy Peddamail , Huan Sun

The field of Artificial Intelligence (AI) has undoubtedly received significant attention in recent years. AI is being adopted to provide solutions to problems in fields such as medicine, engineering, education, government and several other…

Artificial Intelligence · Computer Science 2021-01-28 Emmanuel Adetiba , Temitope John , Adekunle Akinrinmade , Funmilayo Moninuola , Oladipupo Akintade , Joke Badejo

We build a benchmark to evaluate large language models (LLMs) for source code migration tasks, specifically upgrading functions from Java 8 to Java 11. We first collected a dataset of function pairs from open-source repositories, but…

Software Engineering · Computer Science 2026-02-11 Nishil Amin , Zhiwei Fei , Xiang Li , Justyna Petke , He Ye

Active automata learning infers automaton models of systems from behavioral observations, a technique successfully applied to a wide range of domains. Compositional approaches have recently emerged to address scalability to concurrent…

Machine Learning · Computer Science 2026-04-02 Leo Henry , Thomas Neele , Mohammad Reza Mousavi , Matteo Sammartino

While biological vision systems rely heavily on feedback connections to iteratively refine perception, most artificial neural networks remain purely feedforward, processing input in a single static pass. In this work, we propose a…

Computer Vision and Pattern Recognition · Computer Science 2025-07-15 David Calhas , Arlindo L. Oliveira

Decompilation, the process of converting machine-level code into readable source code, plays a critical role in reverse engineering. Given that the main purpose of decompilation is to facilitate code comprehension in scenarios where the…

Software Engineering · Computer Science 2024-10-01 Ruixin Qin , Yifan Xiong , Yifei Lu , Minxue Pan

Large language model (LLM)-based evolution is a promising approach for open-ended discovery, where progress requires sustained search and knowledge accumulation. Existing methods still rely heavily on fixed heuristics and hard-coded…

Graph algorithms play an important role in many computer science areas. In order to solve problems that can be modeled using graphs, it is necessary to use a data structure that can represent those graphs in an efficient manner. On top of…

Mathematical Software · Computer Science 2023-08-22 Cristian Frăsinaru , Emanuel Florentin Olariu

This paper presents an extensive study on the application of AI techniques for software effort estimation in the past five years from 2017 to 2023. By overcoming the limitations of traditional methods, the study aims to improve accuracy and…

Software Engineering · Computer Science 2024-02-09 Nhi Tran , Tan Tran , Nam Nguyen