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There are many programming languages in the world today.Each language has their advantage and disavantage. In this paper, we will discuss ten programming languages: C++, C#, Java, Groovy, JavaScript, PHP, Schalar, Scheme, Haskell and…

Programming Languages · Computer Science 2010-09-03 Sleiman Rabah , Jiang Li , Mingzhi Liu , Yuanwei Lai

We describe and evaluate LF-checker, a metaverifier tool based on machine learning. It extracts multiple features of the program under test and predicts the optimal configuration (flags) of a bounded model checker with a decision tree. Our…

Machine Learning · Computer Science 2023-01-24 Tong Wu , Edoardo Manino , Fatimah Aljaafari , Pavlos Petoumenos , Lucas C. Cordeiro

Technology mapping is an essential step in EDA flow. However, the function of the circuit may be changed after technology mapping, and equivalence checking (EC) based verification is highly necessary. The traditional EC method has…

Hardware Architecture · Computer Science 2023-12-25 Liwei Ni , Zonglin Yang , Jiaxi Zhang , Changhong Feng , Jianhua Liu , Guojie Luo , Huawei Li , Biwei Xie , Xingquan Li

In this work, we describe and evaluate the first model checker for verifying Kotlin programs through the Jimple intermediate representation. The verifier, named ESBMC-Jimple, is built on top of the Efficient SMT-based Context-Bounded Model…

Software Engineering · Computer Science 2022-07-21 Rafael Menezes , Daniel Moura , Helena Cavalcante , Rosiane de Freitas , Lucas C. Cordeiro

Validation is one of the software engineering disciplines that help build quality into software. The major objective of software validation process is to determine that the software performs its intended functions correctly and provide…

Software Engineering · Computer Science 2011-03-22 Mahmoud Khraiwesh

This paper presents a proof system for reasoning about execution time bounds for a core imperative programming language. Proof systems are defined for three different scenarios: approximations of the worst-case execution time, exact time…

Programming Languages · Computer Science 2022-10-28 Ana Carolina Silva , Manuel Barbosa , Mario Florido

Software verification competitions, such as the annual SV-COMP, evaluate software verification tools with respect to their effectivity and efficiency. Typically, the outcome of a competition is a (possibly category-specific) ranking of the…

Machine Learning · Computer Science 2017-03-03 Mike Czech , Eyke Hüllermeier , Marie-Christine Jakobs , Heike Wehrheim

Large Language Models (LLMs) have demonstrated significant potential in automated software security, particularly in vulnerability detection. However, existing benchmarks primarily focus on isolated, single-vulnerability samples or…

Cryptography and Security · Computer Science 2025-12-30 Chinmay Pushkar , Sanchit Kabra , Dhruv Kumar , Jagat Sesh Challa

In recent years there has been a considerable effort in optimising formal methods for application to code. This has been driven by tools such as CPAChecker, DIVINE, and CBMC. At the same time tools such as Uppaal have been massively…

Software Engineering · Computer Science 2021-08-09 Mitja Kulczynski , Axel Legay , Dirk Nowotka , Danny Bøgsted Poulsen

Vulnerability detection is crucial for maintaining software security, and recent research has explored the use of Language Models (LMs) for this task. While LMs have shown promising results, their performance has been inconsistent across…

Cryptography and Security · Computer Science 2024-12-24 Syafiq Al Atiiq , Christian Gehrmann , Kevin Dahlén

Linear predictive coders form an important class of speech coders. This paper describes the software level implementation of linear prediction based vocoders, viz. Code Excited Linear Prediction (CELP), Low-Delay CELP (LD-CELP) and Mixed…

Multimedia · Computer Science 2014-06-26 Lani Rachel Mathew , Ancy S. Anselam , Sakuntala S. Pillai

Every Constraint Programming (CP) solver exposes a library of constraints for solving combinatorial problems. In order to be useful, CP solvers need to be bug-free. Therefore the testing of the solver is crucial to make developers and users…

Artificial Intelligence · Computer Science 2018-07-12 Aurélie Massart , Valentin Rombouts , Pierre Schaus

Software reliability is critical in ensuring that the digital systems we depend on function correctly. In software development, increasing software reliability often involves testing. However, for complex and critical systems, developers…

Software Engineering · Computer Science 2025-09-09 Francisco Oliveira , Alexandra Mendes , Carolina Carreira

It is quite common for security testing to be delayed until after the software has been developed, but vulnerabilities may get noticed throughout the implementation phase and the earlier they are discovered, the easier and cheaper it will…

Software Engineering · Computer Science 2018-05-25 Rahma Mahmood , Qusay H. Mahmoud

Mainstream software applications and tools are the configurable platforms with an enormous number of parameters along with their values. Certain settings and possible interactions between these parameters may harden (or soften) the security…

Software Engineering · Computer Science 2020-06-17 Shuvalaxmi Dass , Akbar Siami Namin

Vision-language process reward models (VL-PRMs) are increasingly used to score intermediate reasoning steps and rerank candidates under test-time scaling. However, they often function as black-box judges: a low step score may reflect a…

Computer Vision and Pattern Recognition · Computer Science 2026-05-12 Junxin Wang , Dai Guan , Weijie Qiu , Zhihang Li , Yongbo Gai , Zhengyi Yang , Mengyu Zhou , Erchao Zhao , Xiaoxi Jiang , Guanjun Jiang

Computer-based systems have been used to solve several domain problems, such as industrial, military, education, and wearable. Those systems need high-quality software to guarantee security and safety. We advocate that Bounded Model…

Cryptography and Security · Computer Science 2021-02-05 Thales Silva , Carmina Porto , Erickson Alves , Lucas Cordeiro , Herbert Rocha

Hyperparameter tuning plays a crucial role in optimizing the performance of predictive learners. Cross--validation (CV) is a widely adopted technique for estimating the error of different hyperparameter settings. Repeated cross-validation…

Machine Learning · Computer Science 2023-08-01 Giovanni Maria Merola

Source Code Plagiarism Detection (SCPD) plays an important role in maintaining fairness and academic integrity in software engineering education. Code Evaluation Metrics (CEMs) are developed for assessing code generation tasks. However, it…

Software Engineering · Computer Science 2026-04-29 Fahad Ebrahim , Mike Joy

Compilers can specialize programs having invariants for performance improvement. Detecting program invariants that span large and complex code, however, is difficult for compilers. Traditional compilers do not perform very expensive…

Programming Languages · Computer Science 2019-07-01 Wei He