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We present a novel idea on adequacy testing called ``{vulnerability coverage}.'' The introduced coverage measure examines the underlying software for the presence of certain classes of vulnerabilities often found in the National…

Cryptography and Security · Computer Science 2020-06-17 Shuvalaxmi Dass , Akbar Siami Namin

A key challenge in security analysis is the manual evaluation of potential security weaknesses generated by static application security testing (SAST) tools. Numerous false positives (FPs) in these reports reduce the effectiveness of…

Cryptography and Security · Computer Science 2025-07-15 Jonas Wagner , Simon Müller , Christian Näther , Jan-Philipp Steghöfer , Andreas Both

Agent-based coding tools have transformed software development practices. Unlike prompt-based approaches that require developers to manually integrate generated code, these agent-based tools autonomously interact with repositories to…

Software Engineering · Computer Science 2026-03-17 Suzuka Yoshimoto , Shun Fujita , Kosei Horikawa , Daniel Feitosa , Yutaro Kashiwa , Hajimu Iida

Blockchain and smart contract technology are novel approaches to data and code management that facilitate trusted computing by allowing for development in a distributed and decentralized manner. Testing smart contracts comes with its own…

Software Engineering · Computer Science 2022-04-18 Stefan Driessen , Dario Di Nucci , Geert Monsieur , Damian A. Tamburri , Willem-Jan van den Heuvel

Automatically generated unit tests-from search-based tools like EvoSuite or LLMs-vary significantly in structure and readability. Yet most evaluations rely on metrics like Cyclomatic Complexity and Cognitive Complexity, designed for…

Software Engineering · Computer Science 2025-08-26 Wendkûuni C. Ouédraogo , Yinghua Li , Xueqi Dang , Xin Zhou , Anil Koyuncu , Jacques Klein , David Lo , Tegawendé F. Bissyandé

Robustness is a critical factor for reliable code generation by large language models, yet most evaluations focus on correctness and overlook key issues such as missing input validation and inadequate error handling. In this work, we…

Software Engineering · Computer Science 2025-09-24 Zike Li , Mingwei Liu , Anji Li , Kaifeng He , Yanlin Wang , Xin Peng , Zibin Zheng

Recent work pairs LLMs with evolutionary search to iteratively generate, modify, and select code using task-specific feedback. These systems have produced strong results in mathematical discovery and algorithm design, yet a fundamental…

Neural and Evolutionary Computing · Computer Science 2026-05-20 Nico Pelleriti , Sree Harsha Nelaturu , Zhanke Zhou , Zongze Li , Max Zimmer , Bo Han , Sebastian Pokutta

We present CREST (Compact Retrieval-Based Speculative Decoding), a redesign of REST that allows it to be effectively "compacted". REST is a drafting technique for speculative decoding based on retrieving exact n-gram matches of the most…

Computation and Language · Computer Science 2024-08-12 Sophia Ho , Jinsol Park , Patrick Wang

The current cybersecurity landscape is increasingly complex, with traditional Static Application Security Testing (SAST) tools struggling to capture complex and emerging vulnerabilities due to their reliance on rule-based matching.…

Cryptography and Security · Computer Science 2024-11-25 Mete Keltek , Rong Hu , Mohammadreza Fani Sani , Ziyue Li

Unit testing is essential for software reliability, yet manual test creation is time-consuming and often neglected. Search-based software testing improves efficiency but produces tests with poor readability and maintainability, while LLMs…

The Cancer Registration Support System (CaReSS), built by the Cancer Registry of Norway (CRN), is a complex real-world socio-technical software system that undergoes continuous evolution in its implementation. Consequently, continuous…

Software Engineering · Computer Science 2023-10-02 Erblin Isaku , Hassan Sartaj , Christoph Laaber , Tao Yue , Shaukat Ali , Thomas Schwitalla , Jan F. Nygård

Code generation is crucial in software engineering for automating the coding process efficiently. While test-time computation methods show promise, they suffer from high latency due to multiple computation rounds. To overcome this, we…

Software Engineering · Computer Science 2025-05-28 Xiaoqing Zhang , Yuhan Liu , Flood Sung , Xiuying Chen , Shuo Shang , Rui Yan

Remote Procedure Call (RPC) is a communication protocol to support client-server interactions among services over a network. RPC is widely applied in industry for building large-scale distributed systems, such as Microservices. Modern RPC…

Software Engineering · Computer Science 2023-02-06 Man Zhang , Andrea Arcuri , Yonggang Li , Yang Liu , Kaiming Xue

Generating unit tests is a crucial task in software development, demanding substantial time and effort from programmers. The advent of Large Language Models (LLMs) introduces a novel avenue for unit test script generation. This research…

Software Engineering · Computer Science 2024-02-14 Shreya Bhatia , Tarushi Gandhi , Dhruv Kumar , Pankaj Jalote

Despite recent advances, Large Language Models (LLMs) still generate vulnerable code. Retrieval-Augmented Generation (RAG) has the potential to enhance LLMs for secure code generation by incorporating external security knowledge. However,…

Cryptography and Security · Computer Science 2026-03-17 Jiahao Shi , Tianyi Zhang

Developers create modern software applications (Apps) on top of third-party libraries (Libs). When library vulnerabilities are reachable through application code, the applications can be vulnerable to software supply chain attacks. Prior…

Cryptography and Security · Computer Science 2026-05-06 Shravya Kanchi , Xiaoyan Zang , Ying Zhang , Danfeng Yao , Na Meng

Mass assignment is one of the most prominent vulnerabilities in RESTful APIs. This vulnerability originates from a misconfiguration in common web frameworks, such that naming convention and automatic binding can be exploited by an attacker…

Cryptography and Security · Computer Science 2023-01-04 Davide Corradini , Michele Pasqua , Mariano Ceccato

The use of Large Language Models (LLMs) in software development is rapidly growing, with developers increasingly relying on these models for coding assistance, including security-critical tasks. Our work presents a comprehensive comparison…

Cryptography and Security · Computer Science 2024-11-18 Zohaib Masood , Miguel Vargas Martin

Automated tests play an important role in software evolution because they can rapidly detect faults introduced during changes. In practice, code-coverage metrics are often used as criteria to evaluate the effectiveness of test suites with…

Software Engineering · Computer Science 2016-11-23 Rainer Niedermayr , Elmar Juergens , Stefan Wagner

As REST APIs have become widespread in modern web services, comprehensive testing of these APIs is increasingly crucial. Because of the vast search space of operations, parameters, and parameter values, along with their dependencies and…

Software Engineering · Computer Science 2025-03-05 Tyler Stennett , Myeongsoo Kim , Saurabh Sinha , Alessandro Orso