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Bibliographic Details
Main Authors:	Fedorov, Nikolay, Yamasaki, Yuta, Tsunoda, Masateru, Monden, Akito, Tahir, Amjed, Bennin, Kwabena Ebo, Toda, Koji, Nakasai, Keitaro
Format:	Preprint
Published:	2024
Subjects:	Software Engineering
Online Access:	https://arxiv.org/abs/2404.11033
Tags:	Add Tag No Tags, Be the first to tag this record!

An Empirical Study of the Impact of Test Strategies on Online Optimization for Ensemble-Learning Defect Prediction
by: Hamamoto, Kensei, et al.
Published: (2024)

Personalization of Code Readability Evaluation Based on LLM Using Collaborative Filtering
by: Hiraki, Buntaro, et al.
Published: (2024)

On Applying Bandit Algorithm to Fault Localization Techniques
by: Nakao, Masato, et al.
Published: (2024)

Influence of Skill and Knowledge of Programmers on Program Behavior Visualization by CS Unplugged
by: Jinnouchi, Sumika, et al.
Published: (2024)

From Prompting to Verification: How Experience Shapes Vibe Coding Practices
by: Fawzy, Ahmed, et al.
Published: (2026)

Vibe Coding in Practice: Motivations, Challenges, and a Future Outlook -- a Grey Literature Review
by: Fawzy, Ahmed, et al.
Published: (2025)

Exploring Data Management Challenges and Solutions in Agile Software Development: A Literature Review and Practitioner Survey
by: Fawzy, Ahmed, et al.
Published: (2024)

On Developers' Self-Declaration of AI-Generated Code: An Analysis of Practices
by: Kashif, Syed Mohammad, et al.
Published: (2025)

The Future of Software Engineering Conferences: A New Zealand Perspective
by: Blincoe, Kelly, et al.
Published: (2026)

A Systematic Evaluation of Environmental Flakiness in JavaScript Tests
by: Hashemi, Negar, et al.
Published: (2026)

JS-TOD: Detecting Order-Dependent Flaky Tests in Jest
by: Hashemi, Negar, et al.
Published: (2025)

On Fixing Insecure AI-Generated Code through Model Fine-Tuning and Prompting Strategies
by: Jahromi, Ali Soltanian Fard, et al.
Published: (2026)

Detecting and Evaluating Order-Dependent Flaky Tests in JavaScript
by: Hashemi, Negar, et al.
Published: (2025)

A Survey of Bugs in AI-Generated Code
by: Gao, Ruofan, et al.
Published: (2025)

IRJIT: A Simple, Online, Information Retrieval Approach for Just-In-Time Software Defect Prediction
by: Sahar, Hareem, et al.
Published: (2022)

An Audit of Machine Learning Experiments on Software Defect Prediction
by: Destefanis, Giuseppe, et al.
Published: (2026)

Cascade Generalization-based Classifiers for Software Defect Prediction
by: Bashir, Aminat, et al.
Published: (2024)

BioDefect: The First Dataset for Defect Detection in Bioinformatics Software
by: Xu, Tianxiang, et al.
Published: (2026)

Architecture Decisions in Quantum Software Systems: An Empirical Study on Stack Exchange and GitHub
by: Aktar, Mst Shamima, et al.
Published: (2023)

Defect Prediction Using Stylistic Metrics
by: Yasir, Rafed Muhammad, et al.
Published: (2022)

On the calibration of Just-in-time Defect Prediction
by: Shahini, Xhulja, et al.
Published: (2025)

Defect Category Prediction Based on Multi-Source Domain Adaptation
by: Xing, Ying, et al.
Published: (2024)

Critical Considerations on Effort-aware Software Defect Prediction Metrics
by: Lavazza, Luigi, et al.
Published: (2025)

A Joint Learning Framework for Bridging Defect Prediction and Interpretation
by: Xu, Guifang, et al.
Published: (2025)

Configuration Defects in Kubernetes
by: Zhang, Yue, et al.
Published: (2025)

Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning
by: Wang, Xin, et al.
Published: (2025)

Will It Break in Production? Metric-Driven Prediction of Residual Defects in Python Systems
by: De Rosa, Giuseppe, et al.
Published: (2026)

Contrasting the Hyperparameter Tuning Impact Across Software Defect Prediction Scenarios
by: Rakha, Mohamed Sami, et al.
Published: (2025)

Context-Adaptive Requirements Defect Prediction through Human-LLM Collaboration
by: Unterbusch, Max, et al.
Published: (2026)

An Empirical Study on JIT Defect Prediction Based on BERT-style Model
by: Guo, Yuxiang, et al.
Published: (2024)

Security Weaknesses of Copilot-Generated Code in GitHub Projects: An Empirical Study
by: Fu, Yujia, et al.
Published: (2023)

An Insight into Security Code Review with LLMs: Capabilities, Obstacles, and Influential Factors
by: Yu, Jiaxin, et al.
Published: (2024)

Co-Change Graph Entropy: A New Process Metric for Defect Prediction
by: Hrishikesh, Ethari, et al.
Published: (2025)

Feature Importance in the Context of Traditional and Just-In-Time Software Defect Prediction Models
by: Haldar, Susmita, et al.
Published: (2024)

Comment Traps: How Defective Commented-out Code Augment Defects in AI-Assisted Code Generation
by: Huang, Yuan, et al.
Published: (2025)

Software Defect Prediction using Autoencoder Transformer Model
by: Barma, Seshu, et al.
Published: (2025)

Beyond Functional Correctness: Design Issues in AI IDE-Generated Large-Scale Projects
by: Kashif, Syed Mohammad, et al.
Published: (2026)

CodeFlowLM: Incremental Just-In-Time Defect Prediction with Pretrained Language Models and Exploratory Insights into Defect Localization
by: Monteiro, Monique Louise, et al.
Published: (2025)

Defect Prediction with Content-based Features
by: Pham, Hung Viet, et al.
Published: (2024)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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