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Bibliographic Details
Main Authors:	Molina, Facundo, Gorla, Alessandra
Format:	Preprint
Published:	2024
Subjects:	Software Engineering
Online Access:	https://arxiv.org/abs/2405.12766
Tags:	Add Tag No Tags, Be the first to tag this record!

Improving Deep Learning Library Testing with Machine Learning
by: Molina, Facundo, et al.
Published: (2026)

Go-Oracle: Automated Test Oracle for Go Concurrency Bugs
by: Tsimpourlas, Foivos, et al.
Published: (2024)

Automated Discovery of Test Oracles for Database Management Systems Using LLMs
by: Mang, Qiuyang, et al.
Published: (2025)

TOGLL: Correct and Strong Test Oracle Generation with LLMs
by: Hossain, Soneya Binta, et al.
Published: (2024)

CUBETESTERAI: Automated JUnit Test Generation using the LLaMA Model
by: Gorla, Daniele, et al.
Published: (2025)

Automatic Generation of Formal Specification and Verification Annotations Using LLMs and Test Oracles
by: Faria, João Pascoal, et al.
Published: (2026)

AugmenTest: Enhancing Tests with LLM-Driven Oracles
by: Khandaker, Shaker Mahmud, et al.
Published: (2025)

RBCTest: Leveraging LLMs to Mine and Verify Oracles of API Response Bodies for RESTful API Testing
by: Huynh, Hieu, et al.
Published: (2025)

MUCOCO: Automated Consistency Testing of Code LLMs
by: Chou, Chua Jin, et al.
Published: (2026)

SATORI: Static Test Oracle Generation for REST APIs
by: Alonso, Juan C., et al.
Published: (2025)

Implicit Test Oracles for Quantum Computing
by: Langdon, William B.
Published: (2024)

Quantum Machine Learning-based Test Oracle for Autonomous Mobile Robots
by: Wang, Xinyi, et al.
Published: (2025)

Isolating Noisy Labelled Test Cases in Human-in-the-Loop Oracle Learning
by: Kapugama, Charaka Geethal
Published: (2025)

Tratto: A Neuro-Symbolic Approach to Deriving Axiomatic Test Oracles
by: Molinelli, Davide, et al.
Published: (2025)

VISOR: A Vision-Language Model-based Test Oracle for Testing Robots
by: Saurabh, Prasun, et al.
Published: (2026)

Extracting Formal Specifications from Documents Using LLMs for Automated Testing
by: Li, Hui, et al.
Published: (2025)

Towards Automatic Generation of Amplified Regression Test Oracles
by: Duque-Torres, Alejandra, et al.
Published: (2023)

Assessing Evaluation Metrics for Neural Test Oracle Generation
by: Shin, Jiho, et al.
Published: (2023)

Doc2OracLL: Investigating the Impact of Documentation on LLM-based Test Oracle Generation
by: Hossain, Soneya Binta, et al.
Published: (2024)

Nexus: Execution-Grounded Multi-Agent Test Oracle Synthesis
by: Huang, Dong, et al.
Published: (2025)

A Black-box Testing Framework for Oracle Quantum Programs
by: Long, Peixun, et al.
Published: (2025)

LLMs for Automated Unit Test Generation and Assessment in Java: The AgoneTest Framework
by: Lops, Andrea, et al.
Published: (2025)

WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements
by: Teoh, Xiwen, et al.
Published: (2026)

Write Your Own CodeChecker: An Automated Test-Driven Checker Development Approach with LLMs
by: Liu, Jun, et al.
Published: (2024)

Automated Soap Opera Testing Directed by LLMs and Scenario Knowledge: Feasibility, Challenges, and Road Ahead
by: Su, Yanqi, et al.
Published: (2024)

Understanding LLM-Driven Test Oracle Generation
by: Bodicoat, Adam, et al.
Published: (2026)

The Potential of LLMs in Automating Software Testing: From Generation to Reporting
by: Sherifi, Betim, et al.
Published: (2024)

PrediQL: Automated Testing of GraphQL APIs with LLMs
by: Liu, Shaolun, et al.
Published: (2025)

TAM-Eval: Evaluating LLMs for Automated Unit Test Maintenance
by: Bruches, Elena, et al.
Published: (2026)

Improving Dynamic Specification Inference with LLM-Generated Counterexamples
by: Balestra, Agustín, et al.
Published: (2026)

Test-Oriented Programming: rethinking coding for the GenAI era
by: Melegati, Jorge
Published: (2026)

Automated Unit Test Refactoring
by: Gao, Yi, et al.
Published: (2024)

Invariant-Driven Automated Testing
by: Ribeiro, Ana Catarina
Published: (2026)

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL
by: Stennett, Tyler, et al.
Published: (2025)

Automated Generation of Issue-Reproducing Tests by Combining LLMs and Search-Based Testing
by: Kitsios, Konstantinos, et al.
Published: (2025)

Automated Test Production -- Complement to "Ad-hoc" Testing
by: Gomes, José Marcos, et al.
Published: (2024)

SmartOracle -- An Agentic Approach to Mitigate Noise in Differential Oracles
by: Srinivasan, Srinath, et al.
Published: (2026)

Enabling Cost-Effective UI Automation Testing with Retrieval-Based LLMs: A Case Study in WeChat
by: Feng, Sidong, et al.
Published: (2024)

Automated Trustworthiness Oracle Generation for Machine Learning Text Classifiers
by: Tung, Lam Nguyen, 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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