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The problem of software fault localization may be viewed as an approach for finding hidden faults or bugs in the existing program codes which are syntactically correct and give fault free output for some input instances but fail for all…

软件工程 · 计算机科学 2016-05-09 Vangipuram Radhakrishna

Sparse computations frequently appear in scientific simulations and the performance of these simulations rely heavily on the optimization of the sparse codes. The compact data structures and irregular computation patterns in sparse matrix…

编程语言 · 计算机科学 2021-12-10 Zachary Cetinic , Kazem Cheshmi , Maryam Mehri Dehnavi

Consistency is one of the keys to maintainable source code and hence a successful software project. We propose a novel method of extracting the intent of programmers from source code of a large project (~300kLOC) and checking the semantic…

软件工程 · 计算机科学 2022-03-21 Yusuke Shinyama , Yoshitaka Arahori , Katsuhiko Gondow

This thesis describes work on two applications of probabilistic programming: the learning of probabilistic program code given specifications, in particular program code of one-dimensional samplers; and the facilitation of sequential Monte…

人工智能 · 计算机科学 2020-05-21 Yura N Perov

Optimizing the performance of large-scale software repositories demands expertise in code reasoning and software engineering (SWE) to reduce runtime while preserving program correctness. However, most benchmarks emphasize what to fix rather…

We address contextualized code retrieval, the search for code snippets helpful to fill gaps in a partial input program. Our approach facilitates a large-scale self-supervised contrastive training by splitting source code randomly into…

软件工程 · 计算机科学 2022-04-26 Johannes Villmow , Viola Campos , Adrian Ulges , Ulrich Schwanecke

Understanding students' misconceptions is important for effective teaching and assessment. However, discovering such misconceptions manually can be time-consuming and laborious. Automated misconception discovery can address these challenges…

机器学习 · 计算机科学 2021-03-09 Yang Shi , Krupal Shah , Wengran Wang , Samiha Marwan , Poorvaja Penmetsa , Thomas W. Price

Large language models (LLMs) have achieved state-of-the-art performance in various software engineering tasks, including error detection, clone detection, and code translation, primarily leveraging high-resource programming languages like…

计算与语言 · 计算机科学 2025-06-11 Razan Baltaji , Saurabh Pujar , Louis Mandel , Martin Hirzel , Luca Buratti , Lav Varshney

A shellcode is a small piece of code and it is executed to exploit a software vulnerability, which allows the target computer to execute arbitrary commands from the attacker through a code injection attack. Similar to the purpose of…

软件工程 · 计算机科学 2022-02-22 Guang Yang , Xiang Chen , Yanlin Zhou , Chi Yu

This paper defines Spoof Diarization as a novel task in the Partial Spoof (PS) scenario. It aims to determine what spoofed when, which includes not only locating spoof regions but also clustering them according to different spoofing…

音频与语音处理 · 电气工程与系统科学 2024-06-13 Lin Zhang , Xin Wang , Erica Cooper , Mireia Diez , Federico Landini , Nicholas Evans , Junichi Yamagishi

Defect predictors, static bug detectors and humans inspecting the code can locate the parts of the program that are buggy before they are discovered through testing. Automated test generators such as search-based software testing (SBST)…

软件工程 · 计算机科学 2021-10-07 Anjana Perera , Burak Turhan , Aldeida Aleti , Marcel Böhme

There is a general belief that software must be able to easily do things that humans find difficult. Since finding sources for plagiarism in a text is not an easy task, there is a wide-spread expectation that it must be simple for software…

In today's software world with its cornucopia of reusable software libraries, when a programmer is faced with a programming task that they suspect can be completed through the use of a library, they often look for code examples using a…

软件工程 · 计算机科学 2021-10-08 Geert Heyman , Rafael Huysegems , Pascal Justen , Tom Van Cutsem

Despite its massive popularity as a programming language, especially in novel domains like data science programs, there is comparatively little research about fault localization that targets Python. Even though it is plausible that several…

软件工程 · 计算机科学 2024-10-03 Mohammad Rezaalipour , Carlo A. Furia

Bug localization is a tedious activity in the bug fixing process in which a software developer tries to locate bugs in the source code described in a bug report. Since this process is time-consuming and requires additional knowledge about…

软件工程 · 计算机科学 2021-10-12 Benjamin Ledel , Steffen Herbold

Synthesizing programs from examples requires searching over a vast, combinatorial space of possible programs. In this search process, a key challenge is representing the behavior of a partially written program before it can be executed, to…

编程语言 · 计算机科学 2021-04-21 Maxwell Nye , Yewen Pu , Matthew Bowers , Jacob Andreas , Joshua B. Tenenbaum , Armando Solar-Lezama

Reimplementing solutions to previously solved software engineering problems is not only inefficient but also introduces inadequate and error-prone code. Many existing methods achieve impressive performance on this issue by using…

软件工程 · 计算机科学 2022-10-04 Usama Nadeem , Noah Ziems , Shaoen Wu

Modern program verifiers use logic-based encodings of the verification problem that are discharged by a back end reasoning engine. However, instances of such encodings for large programs can quickly overwhelm these back end solvers. Hence,…

计算机科学中的逻辑 · 计算机科学 2016-07-18 Peter Schrammel

As of today the programming language of the vast majority of the published source code is manually specified or programmatically assigned based on the sole file extension. In this paper we show that the source code programming language…

机器学习 · 计算机科学 2017-03-23 Shaul Zevin , Catherine Holzem

It is natural to suppose that a Large Language Model is more likely to generate correct test cases when prompted with correct code under test, compared to incorrect code under test. However, the size of this effect has never been previously…

软件工程 · 计算机科学 2025-03-31 Dong Huang , Jie M. Zhang , Mark Harman , Mingzhe Du , Heming Cui