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Bibliographic Details
Main Authors:	Karten, Seth, Appapogu, Rahul Dev, Jin, Chi
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence Software Engineering
Online Access:	https://arxiv.org/abs/2603.12145
Tags:	Add Tag No Tags, Be the first to tag this record!

Automatic Generation of Executable BPMN Models from Medical Guidelines
by: Sekar, Praveen Kumar Menaka, et al.
Published: (2026)

Usability and Performance Analysis of Embedded Development Environment for On-device Learning
by: Scaffi, Enzo, et al.
Published: (2024)

Kevin: Multi-Turn RL for Generating CUDA Kernels
by: Baronio, Carlo, et al.
Published: (2025)

Bridging Online and Offline RL: Contextual Bandit Learning for Multi-Turn Code Generation
by: Chen, Ziru, et al.
Published: (2026)

Predicting Configuration Performance in Multiple Environments with Sequential Meta-learning
by: Gong, Jingzhi, et al.
Published: (2024)

Automatic Programming: Large Language Models and Beyond
by: Lyu, Michael R., et al.
Published: (2024)

Automatic Detection of LLM-Generated Code: A Comparative Case Study of Contemporary Models Across Function and Class Granularities
by: Rahman, Musfiqur, et al.
Published: (2024)

MIST-RL: Mutation-based Incremental Suite Testing via Reinforcement Learning
by: Zhu, Sicheng, et al.
Published: (2026)

Assuring the Safety of Reinforcement Learning Components: AMLAS-RL
by: Imrie, Calum Corrie, et al.
Published: (2025)

REAP: Automatic Curation of Coding Agent Benchmarks from Interactive Production Usage
by: Jha, Smriti, et al.
Published: (2026)

Beyond Synthetic Benchmarks: Evaluating LLM Performance on Real-World Class-Level Code Generation
by: Rahman, Musfiqur, et al.
Published: (2025)

The Impact of Environment Configurations on the Stability of AI-Enabled Systems
by: Rahman, Musfiqur, et al.
Published: (2024)

How Efficient is LLM-Generated Code? A Rigorous & High-Standard Benchmark
by: Qiu, Ruizhong, et al.
Published: (2024)

PIPer: On-Device Environment Setup via Online Reinforcement Learning
by: Kovrigin, Alexander, et al.
Published: (2025)

JARVIS: A Multi-Agent Code Assistant for High-Quality EDA Script Generation
by: Pasandi, Ghasem, et al.
Published: (2025)

CLOVER: A Test Case Generation Benchmark with Coverage, Long-Context, and Verification
by: Xu, Jiacheng, et al.
Published: (2025)

Benchmarking Reward Hack Detection in Code Environments via Contrastive Analysis
by: Deshpande, Darshan, et al.
Published: (2026)

SetupBench: Assessing Software Engineering Agents' Ability to Bootstrap Development Environments
by: Arora, Avi, et al.
Published: (2025)

Generative AI to Generate Test Data Generators
by: Baudry, Benoit, et al.
Published: (2024)

Deep Configuration Performance Learning: A Systematic Survey and Taxonomy
by: Gong, Jingzhi, et al.
Published: (2024)

A Regression Framework for Understanding Prompt Component Impact on LLM Performance
by: Lauziere, Andrew, et al.
Published: (2026)

Hardness, Structural Knowledge, and Opportunity: An Analytical Framework for Modular Performance Modeling
by: Gheibi, Omid, et al.
Published: (2025)

Toward Training Superintelligent Software Agents through Self-Play SWE-RL
by: Wei, Yuxiang, et al.
Published: (2025)

PerfRL: A Small Language Model Framework for Efficient Code Optimization
by: Duan, Shukai, et al.
Published: (2023)

On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance
by: Singh, Jaskirat, et al.
Published: (2024)

Action Engine: Automatic Workflow Generation in FaaS
by: Esashi, Akiharu, et al.
Published: (2024)

Heterogeneous Directed Hypergraph Neural Network over abstract syntax tree (AST) for Code Classification
by: Yang, Guang, et al.
Published: (2023)

LLM Benchmarking with LLaMA2: Evaluating Code Development Performance Across Multiple Programming Languages
by: Diehl, Patrick, et al.
Published: (2025)

FlakyGuard: Automatically Fixing Flaky Tests at Industry Scale
by: Li, Chengpeng, et al.
Published: (2025)

APRIL: API Synthesis with Automatic Prompt Optimization and Reinforcement Learning
by: Zhong, Hua, et al.
Published: (2025)

Operational Robustness of LLMs on Code Generation
by: Paul, Debalina Ghosh, et al.
Published: (2026)

Can Coding Agents Be General Agents?
by: Ivanov, Maksim, et al.
Published: (2026)

Optimizing AI-Assisted Code Generation
by: Torka, Simon, et al.
Published: (2024)

CoopetitiveV: Leveraging LLM-powered Coopetitive Multi-Agent Prompting for High-quality Verilog Generation
by: Mi, Zhendong, et al.
Published: (2024)

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

Code Generation by Differential Test Time Scaling
by: He, Yifeng, et al.
Published: (2026)

Clover: Closed-Loop Verifiable Code Generation
by: Sun, Chuyue, et al.
Published: (2023)

Functional Overlap Reranking for Neural Code Generation
by: To, Hung Quoc, et al.
Published: (2023)

Generating Streamlining Constraints with Large Language Models
by: Voboril, Florentina, 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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