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Bibliographic Details
Main Authors:	Katz, Kyler, Moshtari, Sara, Mujhid, Ibrahim, Mirakhorli, Mehdi, Garcia, Derek
Format:	Preprint
Published:	2025
Subjects:	Cryptography and Security Artificial Intelligence
Online Access:	https://arxiv.org/abs/2508.19472
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Conflicting Scores, Confusing Signals: An Empirical Study of Vulnerability Scoring Systems
by: Koscinski, Viktoria, et al.
Published: (2025)

VulMatch: Binary-level Vulnerability Detection Through Signature
by: Liu, Zian, et al.
Published: (2023)

VulBinLLM: LLM-powered Vulnerability Detection for Stripped Binaries
by: Hussain, Nasir, et al.
Published: (2025)

FuncVul: An Effective Function Level Vulnerability Detection Model using LLM and Code Chunk
by: Halder, Sajal, et al.
Published: (2025)

Static Detection of Filesystem Vulnerabilities in Android Systems
by: Lee, Yu-Tsung, et al.
Published: (2024)

RealVul: Can We Detect Vulnerabilities in Web Applications with LLM?
by: Cao, Di, et al.
Published: (2024)

VulEval: Towards Repository-Level Evaluation of Software Vulnerability Detection
by: Wen, Xin-Cheng, et al.
Published: (2024)

A Large-Scale Exploit Instrumentation Study of AI/ML Supply Chain Attacks in Hugging Face Models
by: Casey, Beatrice, et al.
Published: (2024)

VulZoo: A Comprehensive Vulnerability Intelligence Dataset
by: Ruan, Bonan, et al.
Published: (2024)

VulInstruct: Teaching LLMs Root-Cause Reasoning for Vulnerability Detection via Security Specifications
by: Zhu, Hao, et al.
Published: (2025)

CleanVul: Automatic Function-Level Vulnerability Detection in Code Commits Using LLM Heuristics
by: Li, Yikun, et al.
Published: (2024)

VulStyle: A Multi-Modal Pre-Training for Code Stylometry-Augmented Vulnerability Detection
by: Biringa, Chidera, et al.
Published: (2026)

VulDetectBench: Evaluating the Deep Capability of Vulnerability Detection with Large Language Models
by: Liu, Yu, et al.
Published: (2024)

ReposVul: A Repository-Level High-Quality Vulnerability Dataset
by: Wang, Xinchen, et al.
Published: (2024)

StagedVulBERT: Multi-Granular Vulnerability Detection with a Novel Pre-trained Code Model
by: Jiang, Yuan, et al.
Published: (2024)

VulGD: A LLM-Powered Dynamic Open-Access Vulnerability Graph Database
by: Do, Luat, et al.
Published: (2026)

VulMCI : Code Splicing-based Pixel-row Oversampling for More Continuous Vulnerability Image Generation
by: Peng, Tao, et al.
Published: (2024)

VulLibGen: Generating Names of Vulnerability-Affected Packages via a Large Language Model
by: Chen, Tianyu, et al.
Published: (2023)

SAGA: Detecting Security Vulnerabilities Using Static Aspect Analysis
by: Marquer, Yoann, et al.
Published: (2026)

MegaVul: A C/C++ Vulnerability Dataset with Comprehensive Code Representation
by: Ni, Chao, et al.
Published: (2024)

VulKey: Automated Vulnerability Repair Guided by Domain-Specific Repair Patterns
by: Li, Jia, et al.
Published: (2026)

ParaVul: A Parallel Large Language Model and Retrieval-Augmented Framework for Smart Contract Vulnerability Detection
by: Huang, Tenghui, et al.
Published: (2025)

UEFI Vulnerability Signature Generation using Static and Symbolic Analysis
by: Shafiuzzaman, Md, et al.
Published: (2024)

VulReaD: Knowledge-Graph-guided Software Vulnerability Reasoning and Detection
by: Mukhtar, Samal, et al.
Published: (2026)

Neuro-symbolic Static Analysis with LLM-generated Vulnerability Patterns
by: Li, Penghui, et al.
Published: (2025)

CrossInspector: A Static Analysis Approach for Cross-Contract Vulnerability Detection
by: Chen, Xiao
Published: (2024)

Obfuscating Code Vulnerabilities against Static Analysis in JavaScript Code
by: Pagano, Francesco, et al.
Published: (2026)

IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities
by: Li, Ziyang, et al.
Published: (2024)

HogVul: Black-box Adversarial Code Generation Framework Against LM-based Vulnerability Detectors
by: Yang, Jingxiao, et al.
Published: (2026)

IPSynth: Interprocedural Program Synthesis for Software Security Implementation
by: Shokri, Ali, et al.
Published: (2024)

Persistent Human Feedback, LLMs, and Static Analyzers for Secure Code Generation and Vulnerability Detection
by: Firouzi, Ehsan, et al.
Published: (2026)

Strengthening DeFi Security: A Static Analysis Approach to Flash Loan Vulnerabilities
by: Wu, Ka Wai
Published: (2024)

Detecting Protracted Vulnerabilities in Open Source Projects
by: Sridharkumar, Arjun, et al.
Published: (2026)

Guiding Symbolic Execution with Static Analysis and LLMs for Vulnerability Discovery
by: Shafiuzzaman, Md, et al.
Published: (2026)

CVE Breadcrumbs: Tracking Vulnerabilities Through Versioned Apache Libraries
by: Garcia, Derek, et al.
Published: (2025)

SmartGraphical: A Human-in-the-Loop Framework for Detecting Smart Contract Logical Vulnerabilities via Pattern-Driven Static Analysis and Visual Abstraction
by: Fattahdizaji, Ali, et al.
Published: (2026)

VulCatch: Enhancing Binary Vulnerability Detection through CodeT5 Decompilation and KAN Advanced Feature Extraction
by: Chukkol, Abdulrahman Hamman Adama, et al.
Published: (2024)

LuaTaint: A Static Analysis System for Web Configuration Interface Vulnerability of Internet of Things Devices
by: Xiang, Jiahui, et al.
Published: (2024)

VulRG: Multi-Level Explainable Vulnerability Patch Ranking for Complex Systems Using Graphs
by: Jiang, Yuning, et al.
Published: (2025)

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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