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Automated Program Repair (APR) has evolved significantly with the advent of Large Language Models (LLMs). Fine-tuning LLMs for program repair is a recent avenue of research, with many dimensions which have not been explored. Existing work…

Software Engineering · Computer Science 2025-09-08 André Silva , Sen Fang , Martin Monperrus

Principal component analysis (PCA) is a widely used dimension reduction tool in the analysis of many kind of high-dimensional data. It is used in signal processing, mechanical engineering, psychometrics, and other fields under different…

Methodology · Statistics 2014-01-15 Ngoc Mai Tran , Maria Osipenko , Wolfgang Karl Haerdle

Designing high-performance kernels requires expert-level tuning and a deep understanding of hardware characteristics. Recent advances in large language models (LLMs) have enabled automated kernel generation, yet most existing systems rely…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-25 Kelun Lei , Hailong Yang , Huaitao Zhang , Xin You , Kaige Zhang , Zhongzhi Luan , Yi Liu , Depei Qian

Communication Based Train Control (CBTC) system is the state-of-the-art train control system. In a CBTC system, to guarantee the safety of train operation, trains communicate with each other intensively and adjust their control modes…

Software Engineering · Computer Science 2015-03-17 Lei Bu , Xin Chen , Linzhang Wang , Xuandong Li

This paper gives an overview of previous work in which the authors used NASA's Formal Requirement Elicitation Tool (FRET) to formalise requirements. We discuss four case studies where we used FRET to capture the system's requirements. These…

Software Engineering · Computer Science 2025-04-01 Marie Farrell , Matt Luckcuck , Rosemary Monahan , Conor Reynolds , Oisín Sheridan

In the realm of large language models (LLMs), the ability of models to accurately follow instructions is paramount as more agents and applications leverage LLMs for construction, where the complexity of instructions are rapidly increasing.…

Computation and Language · Computer Science 2025-07-18 Xinghua Zhang , Haiyang Yu , Cheng Fu , Fei Huang , Yongbin Li

Advancements in large language models (LLMs) have led to a surge of prompt engineering (PE) techniques that can enhance various requirements engineering (RE) tasks. However, current LLMs are often characterized by significant uncertainty…

Software Engineering · Computer Science 2025-07-11 Kaicheng Huang , Fanyu Wang , Yutan Huang , Chetan Arora

The problem of writing a specification which accurately reflects the intent of the developer has long been recognized as fundamental. We propose a method and a supporting tool to write and check a specification and an implementation using a…

Software Engineering · Computer Science 2013-05-20 Paul C Attie , Fadi A Zaraket , Mohammad Fawaz , Mohammad Noureddine

This paper proposes the use of Large Language Models (LLMs) for translating Request for Comments (RFC) protocol specifications into a format compatible with the Cryptographic Protocol Shapes Analyzer (CPSA). This novel approach aims to…

Cryptography and Security · Computer Science 2024-02-05 Martin Duclos , Ivan A. Fernandez , Kaneesha Moore , Sudip Mittal , Edward Zieglar

Large Language Models (LLMs) have demonstrated remarkable capabilities in modeling sequential textual data and generalizing across diverse tasks. However, adapting LLMs to effectively handle structural data, such as knowledge graphs or web…

Computation and Language · Computer Science 2025-11-12 Jiarui Feng , Donghong Cai , Yixin Chen , Muhan Zhang

In this paper we demonstrate a technique for developing high performance applications with strong correctness guarantees. We use a theorem prover to derive a high-level specification of the application that includes correctness invariants…

Programming Languages · Computer Science 2024-06-18 Artjoms Sinkarovs , Thomas Koopman , Sven-Bodo Scholz

We present VERIFAI, a software toolkit for the formal design and analysis of systems that include artificial intelligence (AI) and machine learning (ML) components. VERIFAI particularly seeks to address challenges with applying formal…

In this paper we present a formal framework for analysis and optimisation of the requirements specifications of systems developed to apply in several countries. As different countries typically have different regulations/laws as well as…

Software Engineering · Computer Science 2019-10-14 Maria Spichkova , Heinz Schmidt

Context: Over the last decade, software researchers and engineers have developed a vast body of methodologies and technologies in requirements engineering for self-adaptive systems. Although existing studies have explored various aspects of…

Software Engineering · Computer Science 2017-06-29 Zhuoqun Yang , Zhi Li , Zhi Jin , He Zhang

Automated testing plays a crucial role in ensuring software security. It heavily relies on formal specifications to validate the correctness of the system behavior. However, the main approach to defining these formal specifications is…

Software Engineering · Computer Science 2025-04-03 Hui Li , Zhen Dong , Siao Wang , Hui Zhang , Liwei Shen , Xin Peng , Dongdong She

The RISC Algorithm Language (RISCAL) is a language for the formal modeling of theories and algorithms. A RISCAL specification describes an infinite class of models each of which has finite size; this allows to fully automatically check in…

Logic in Computer Science · Computer Science 2019-04-02 Wolfgang Schreiner

Automated Code Revision (ACR) tools aim to reduce manual effort by automatically generating code revisions based on reviewer feedback. While ACR tools have shown promising performance on historical data, their real-world utility depends on…

Software Engineering · Computer Science 2026-02-17 Shirin Pirouzkhah , Souhaila Serbout , Alberto Bacchelli

The automation of code review activities, a long-standing pursuit in software engineering, has been primarily addressed by numerous domain-specific pre-trained models. Despite their success, these models frequently demand extensive…

Software Engineering · Computer Science 2023-09-06 Junyi Lu , Lei Yu , Xiaojia Li , Li Yang , Chun Zuo

The Point Machine (PM) is a critical piece of railway equipment that switches train routes by diverting tracks through a switchblade. As with any critical safety equipment, a failure will halt operations leading to service disruptions;…

Signal Processing · Electrical Eng. & Systems 2025-08-28 Eduardo Di Santi , Ruixiang Ci , Clément Lefebvre , Nenad Mijatovic , Michele Pugnaloni , Jonathan Brown , Victor Martín , Kenza Saiah

Requirements are informal and semi-formal descriptions of the expected behavior of a complex system from the viewpoints of its stakeholders (customers, users, operators, designers, and engineers). However, for the purpose of design,…

Computation and Language · Computer Science 2016-04-21 Shalini Ghosh , Daniel Elenius , Wenchao Li , Patrick Lincoln , Natarajan Shankar , Wilfried Steiner