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相关论文: Characterizing Technical Debt and Antipatterns in …

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Context. Technical Debt (TD) is a metaphor for technical problems that are not visible to users and customers but hinder developers in their work, making future changes more difficult. TD is often incurred due to tight project deadlines and…

软件工程 · 计算机科学 2022-04-26 Marion Wiese , Paula Rachow , Matthias Riebisch , Julian Schwarze

In software engineering, technical debt, signifying the compromise between short-term expediency and long-term maintainability, is being addressed by researchers through various machine learning approaches. This study seeks to provide a…

软件工程 · 计算机科学 2025-11-24 Eric L. Melin , Nasir U. Eisty

AI coding assistants are now widely used in software development. Software developers increasingly integrate AI-generated code into their codebases to improve productivity. Prior studies have shown that AI-generated code may contain code…

软件工程 · 计算机科学 2026-04-28 Yue Liu , Ratnadira Widyasari , Yanjie Zhao , Ivana Clairine Irsan , Junkai Chen , David Lo

Technical debt is a metaphor indicating sub-optimal solutions implemented for short-term benefits by sacrificing the long-term maintainability and evolvability of software. A special type of technical debt is explicitly admitted by software…

软件工程 · 计算机科学 2022-02-07 Yikun Li , Mohamed Soliman , Paris Avgeriou

To effectively manage Technical Debt (TD), we need reliable means to quantify it. We conducted a Systematic Mapping Study (SMS) where we identified TD quantification approaches that focus on different aspects of TD. Some approaches base the…

软件工程 · 计算机科学 2023-03-14 Judith Perera , Ewan Tempero , Yu-Cheng Tu , Kelly Blincoe

Technical debt (TD) refers to delayed tasks and immature artifacts that may bring short-term benefits but incur extra costs of change during maintenance and evolution in the long term. TD has been extensively studied in the past decade, and…

软件工程 · 计算机科学 2022-12-13 Zengyang Li , Yilin Peng , Peng Liang , Apostolos Ampatzoglou , Ran Mo , Hui Liu , Xiaoxiao Qi

Context: Technical Debt requirements are related to the distance between the ideal value of the specification and the system's actual implementation, which are consequences of strategic decisions for immediate gains, or unintended changes…

软件工程 · 计算机科学 2021-07-15 Ana Melo , Roberta Fagundes , Valentina Lenarduzzi , Wylliams Santos

AI integration in automotive perception systems shifts requirements from static specifications to continuously evolving entities shaped by data, models, and operating contexts. When such changes are not consistently documented, validated,…

软件工程 · 计算机科学 2026-05-01 Hina Saeeda , Soniya Abraham

Technical Debt is a metaphor used to describe the situation in which long-term software artifact quality is traded for short-term goals in software projects. In recent years, the concept of self-admitted technical debt (SATD) was proposed,…

软件工程 · 计算机科学 2021-11-03 Tao Xiao , Dong Wang , Shane McIntosh , Hideaki Hata , Raula Gaikovina Kula , Takashi Ishio , Kenichi Matsumoto

Context: Technical Debt (TD) can be paid back either by those that incurred it or by others. We call the former self-fixed TD, and it can be particularly effective, as developers are experts in their own code and are well-suited to fix the…

软件工程 · 计算机科学 2021-10-13 Jie Tan , Daniel Feitosa , Paris Avgeriou

The impact of Technical Debt (TD) on software maintenance and evolution is of great concern, but recent evidence shows that a considerable amount of TD is fixed by the same developers who introduced it; this is termed self-fixed TD. This…

软件工程 · 计算机科学 2021-06-23 Jie Tan , Daniel Feitosa , Paris Avgeriou

Technical debt has become a common metaphor for the accumulation of software design and implementation choices that seek fast initial gains but that are under par and counterproductive in the long run. However, as a metaphor, technical debt…

软件工程 · 计算机科学 2021-03-23 Jacinto Ramirez Lahti , Antti-Pekka Tuovinen , Tommi Mikkonen

Context: Previous studies demonstrate that Machine or Deep Learning (ML/DL) models can detect Technical Debt from source code comments called Self-Admitted Technical Debt (SATD). Despite the importance of ML/DL in software development,…

软件工程 · 计算机科学 2024-08-23 Emmanuel Iko-Ojo Simon , Chirath Hettiarachchi , Alex Potanin , Hanna Suominen , Fatemeh Fard

Agentic AI systems are increasingly being explored as production infrastructure: they reason over multiple steps, call tools, act through workflows, and adapt through memory and feedback. These systems create governance challenges that are…

人工智能 · 计算机科学 2026-05-29 Muhammad Zia Hydari , Raja Iqbal , Narayan Ramasubbu

Balancing the management of technical debt within recommender systems requires effectively juggling the introduction of new features with the ongoing maintenance and enhancement of the current system. Within the realm of recommender…

信息检索 · 计算机科学 2023-12-12 Sergio Moreschini , Ludovik Coba , Valentina Lenarduzzi

Technical debt (TD) describes the additional costs that emerge when developers have opted for a quick and easy solution to a problem, rather than a more effective and well-designed, but time-consuming approach. Self-Admitted Technical Debts…

软件工程 · 计算机科学 2025-08-12 Nam Le Hai , Anh M. T. Bui , Phuong T. Nguyen , Davide Di Ruscio , Rick Kazman

Systems with artificial intelligence components, so-called AI-based systems, have gained considerable attention recently. However, many organizations have issues with achieving production readiness with such systems. As a means to improve…

软件工程 · 计算机科学 2024-09-12 Lukas Heiland , Marius Hauser , Justus Bogner

Self-admitted technical debt (SATD) is a particular case of Technical Debt (TD) where developers explicitly acknowledge their sub-optimal implementation decisions. Previous studies mine SATD by searching for specific TD-related terms in…

软件工程 · 计算机科学 2020-03-23 Laerte Xavier , Fabio Ferreira , Rodrigo Brito , Marco Tulio Valente

Context. Technical Debt (TD) refers to short-term beneficial software solutions that impede future changes, making TD management essential. However, establishing a TD management (TDM) process is one of the most pressing concerns in…

软件工程 · 计算机科学 2026-03-04 Marion Wiese , Kamila Serwa , Eva Bittner

Technical debt describes situations where developers write less-than-optimal code to meet project milestones. However, this debt accumulation often results in future developer effort to live with or fix these quality issues. To better…

软件工程 · 计算机科学 2023-03-07 Gregory Wilder , Riley Miyamoto , Samuel Watson , Rick Kazman , Anthony Peruma