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Bibliographic Details
Main Authors:	Ferrag, Mohamed Amine, Friha, Othmane, Kantarci, Burak, Tihanyi, Norbert, Cordeiro, Lucas, Debbah, Merouane, Hamouda, Djallel, Al-Hawawreh, Muna, Choo, Kim-Kwang Raymond
Format:	Preprint
Published:	2023
Subjects:	Cryptography and Security
Online Access:	https://arxiv.org/abs/2306.10309
Tags:	Add Tag No Tags, Be the first to tag this record!

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review
by: Ferrag, Mohamed Amine, et al.
Published: (2025)

Reasoning Beyond Limits: Advances and Open Problems for LLMs
by: Ferrag, Mohamed Amine, et al.
Published: (2025)

CyberMetric: A Benchmark Dataset based on Retrieval-Augmented Generation for Evaluating LLMs in Cybersecurity Knowledge
by: Tihanyi, Norbert, et al.
Published: (2024)

Generative AI in Cybersecurity: A Comprehensive Review of LLM Applications and Vulnerabilities
by: Ferrag, Mohamed Amine, et al.
Published: (2024)

Securing Tomorrow's Smart Cities: Investigating Software Security in Internet of Vehicles and Deep Learning Technologies
by: Jain, Ridhi, et al.
Published: (2024)

Revolutionizing Cyber Threat Detection with Large Language Models: A privacy-preserving BERT-based Lightweight Model for IoT/IIoT Devices
by: Ferrag, Mohamed Amine, et al.
Published: (2023)

SecureFalcon: Are We There Yet in Automated Software Vulnerability Detection with LLMs?
by: Ferrag, Mohamed Amine, et al.
Published: (2023)

Vulnerability Detection: From Formal Verification to Large Language Models and Hybrid Approaches: A Comprehensive Overview
by: Tihanyi, Norbert, et al.
Published: (2025)

UAVBench: An Open Benchmark Dataset for Autonomous and Agentic AI UAV Systems via LLM-Generated Flight Scenarios
by: Ferrag, Mohamed Amine, et al.
Published: (2025)

$α^3$-Bench: A Unified Benchmark of Safety, Robustness, and Efficiency for LLM-Based UAV Agents over 6G Networks
by: Ferrag, Mohamed Amine, et al.
Published: (2026)

6G-Bench: An Open Benchmark for Semantic Communication and Network-Level Reasoning with Foundation Models in AI-Native 6G Networks
by: Ferrag, Mohamed Amine, et al.
Published: (2026)

6G Needs Agents: Toward Agentic AI-Native Networks for Autonomous Intelligence
by: Ferrag, Mohamed Amine, et al.
Published: (2026)

LIDSA: Cognitive Arbitration for Signal-Free Autonomous Intersection Management
by: Lakas, Abderrahmane, et al.
Published: (2026)

How Small Can 6G Reason? Scaling Tiny Language Models for AI-Native Networks
by: Ferrag, Mohamed Amine, et al.
Published: (2026)

$α^3$-SecBench: A Large-Scale Evaluation Suite of Security, Resilience, and Trust for LLM-based UAV Agents over 6G Networks
by: Ferrag, Mohamed Amine, et al.
Published: (2026)

AgentDrive: An Open Benchmark Dataset for Agentic AI Reasoning with LLM-Generated Scenarios in Autonomous Systems
by: Ferrag, Mohamed Amine, et al.
Published: (2026)

How secure is AI-generated Code: A Large-Scale Comparison of Large Language Models
by: Tihanyi, Norbert, et al.
Published: (2024)

The FormAI Dataset: Generative AI in Software Security Through the Lens of Formal Verification
by: Tihanyi, Norbert, et al.
Published: (2023)

A New Era in Software Security: Towards Self-Healing Software via Large Language Models and Formal Verification
by: Tihanyi, Norbert, et al.
Published: (2023)

CASTLE: Benchmarking Dataset for Static Code Analyzers and LLMs towards CWE Detection
by: Dubniczky, Richard A., et al.
Published: (2025)

The Hidden DNA of LLM-Generated JavaScript: Structural Patterns Enable High-Accuracy Authorship Attribution
by: Tihanyi, Norbert, et al.
Published: (2025)

Leveraging Edge Intelligence and LLMs to Advance 6G-Enabled Internet of Automated Defense Vehicles
by: Onsu, Murat Arda, et al.
Published: (2024)

Adversarial Attacks and Defenses in 6G Network-Assisted IoT Systems
by: Son, Bui Duc, et al.
Published: (2024)

Blockchains for Internet of Things: Fundamentals, Applications, and Challenges
by: Wu, Yusen, et al.
Published: (2024)

Dynamic Intelligence Assessment: Benchmarking LLMs on the Road to AGI with a Focus on Model Confidence
by: Tihanyi, Norbert, et al.
Published: (2024)

Efficient Prompting for LLM-based Generative Internet of Things
by: Xiao, Bin, et al.
Published: (2024)

Efficient Adversarial Detection Frameworks for Vehicle-to-Microgrid Services in Edge Computing
by: Omara, Ahmed, et al.
Published: (2025)

I Know Which LLM Wrote Your Code Last Summer: LLM generated Code Stylometry for Authorship Attribution
by: Bisztray, Tamas, et al.
Published: (2025)

Lightweight Foundation Model for Wireless Time Series Downstream Tasks on Edge Devices
by: Cheraghinia, Mohammad, et al.
Published: (2025)

VARS-FL: Validation-Aligned Client Selection for Non-IID Federated Learning in IoT Systems
by: Lakas, Mohamed, et al.
Published: (2026)

Agentic Adversarial Rewriting Exposes Architectural Vulnerabilities in Black-Box NLP Pipelines
by: Bethany, Mazal, et al.
Published: (2026)

Neural network-enhanced integrators for simulating ordinary differential equations
by: Othmane, Amine, et al.
Published: (2025)

AI-Augmented Metamorphic Testing for Comprehensive Validation of Autonomous Vehicles
by: Zhang, Tony, et al.
Published: (2025)

On the Interplay Between Network Metrics and Performance of Mobile Edge Offloading
by: Moshiri, Parisa Fard, et al.
Published: (2024)

Internet of Things – The Call of the Edge
Published: (2022)

Quantum Technologies for the Internet of Military Defense Things
by: Turk, Y., et al.
Published: (2025)

Hierarchical Classification for Intrusion Detection System: Effective Design and Empirical Analysis
by: Uddin, Md. Ashraf, et al.
Published: (2024)

A Dual-Tier Adaptive One-Class Classification IDS for Emerging Cyberthreats
by: Uddin, Md. Ashraf, et al.
Published: (2024)

usfAD Based Effective Unknown Attack Detection Focused IDS Framework
by: Uddin, Md. Ashraf, 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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