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Bibliographic Details
Main Authors:	Wu, Binghui, Divakaran, Dinil Mon, Csikor, Levente, Gurusamy, Mohan
Format:	Preprint
Published:	2025
Subjects:	Cryptography and Security Machine Learning Networking and Internet Architecture
Online Access:	https://arxiv.org/abs/2512.00436
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ZEST: Attention-based Zero-Shot Learning for Unseen IoT Device Classification
by: Wu, Binghui, et al.
Published: (2023)

Securing the Skies: An IRS-Assisted AoI-Aware Secure Multi-UAV System with Efficient Task Offloading
by: Joshi, Poorvi, et al.
Published: (2024)

Distinguishing Tor From Other Encrypted Network Traffic Through Character Analysis
by: Choorod, Pitpimon, et al.
Published: (2024)

VaulTor: Putting the TEE in Tor
by: Ikram, Humza, et al.
Published: (2024)

Reliable Feature Selection for Adversarially Robust Cyber-Attack Detection
by: Vitorino, João, et al.
Published: (2024)

Backdoor Attacks on Contrastive Continual Learning for IoT Systems
by: Tim, Alfous, et al.
Published: (2026)

Attacks Against Mobility Prediction in 5G Networks
by: Atiiq, Syafiq Al, et al.
Published: (2024)

Dynamic Risk Assessment by Bayesian Attack Graphs and Process Mining
by: Vitale, Francesco, et al.
Published: (2026)

UNAD+: An Explainable Hybrid Framework for Unknown Network Attack Detection
by: Alzubi, Saif, et al.
Published: (2026)

An Online Ensemble Learning Model for Detecting Attacks in Wireless Sensor Networks
by: Tabbaa, Hiba, et al.
Published: (2022)

SoK: Realistic Adversarial Attacks and Defenses for Intelligent Network Intrusion Detection
by: Vitorino, João, et al.
Published: (2023)

Redefining DDoS Attack Detection Using A Dual-Space Prototypical Network-Based Approach
by: Martinez, Fernando, et al.
Published: (2024)

Machine Learning-Based Malicious Vehicle Detection for Security Threats and Attacks in Vehicle Ad-hoc Network (VANET) Communications
by: Canh, Thanh Nguyen, et al.
Published: (2024)

Evasion Adversarial Attacks Remain Impractical Against ML-based Network Intrusion Detection Systems, Especially Dynamic Ones
by: elShehaby, Mohamed, et al.
Published: (2023)

An Adversarial Robustness Benchmark for Enterprise Network Intrusion Detection
by: Vitorino, João, et al.
Published: (2024)

Introducing Adaptive Continuous Adversarial Training (ACAT) to Enhance ML Robustness
by: elShehaby, Mohamed, et al.
Published: (2024)

Adversarial Robustness of Traffic Classification under Resource Constraints: Input Structure Matters
by: Chehade, Adel, et al.
Published: (2025)

Deep Learning for Network Anomaly Detection under Data Contamination: Evaluating Robustness and Mitigating Performance Degradation
by: Nkashama, D'Jeff K., et al.
Published: (2024)

Efficient Network Traffic Feature Sets for IoT Intrusion Detection
by: Silva, Miguel, et al.
Published: (2024)

MUFFLER: Secure Tor Traffic Obfuscation with Dynamic Connection Shuffling and Splitting
by: Seo, Minjae, et al.
Published: (2025)

RPKI-Based Location-Unaware Tor Guard Relay Selection Algorithms
by: Lu, Zhifan, et al.
Published: (2025)

Non-uniformity is All You Need: Efficient and Timely Encrypted Traffic Classification With ECHO
by: Daum, Shilo, et al.
Published: (2024)

Detecting and Mitigating DDoS Attacks with AI: A Survey
by: Apostu, Alexandru, et al.
Published: (2025)

RevealNet: Distributed Traffic Correlation for Attack Attribution on Programmable Networks
by: Singh, Gurjot, et al.
Published: (2025)

An Extended View on Measuring Tor AS-level Adversaries
by: Gegenhuber, Gabriel Karl, et al.
Published: (2024)

SNOW-SCA: ML-assisted Side-Channel Attack on SNOW-V
by: Saurabh, Harshit, et al.
Published: (2024)

IoTGeM: Generalizable Models for Behaviour-Based IoT Attack Detection
by: Kostas, Kahraman, et al.
Published: (2023)

A Transfer Learning Framework for Anomaly Detection in Multivariate IoT Traffic Data
by: Rezakhani, Mahshid, et al.
Published: (2025)

A Virtual Cybersecurity Department for Securing Digital Twins in Water Distribution Systems
by: Homaei, Mohammadhossein, et al.
Published: (2025)

Hybrid Deep Learning-Federated Learning Powered Intrusion Detection System for IoT/5G Advanced Edge Computing Network
by: Baidar, Rasil, et al.
Published: (2025)

Hyperparameter Tuning-Based Optimized Performance Analysis of Machine Learning Algorithms for Network Intrusion Detection
by: Tripathy, Sudhanshu Sekhar, et al.
Published: (2025)

Adaptive Dual-Layer Web Application Firewall (ADL-WAF) Leveraging Machine Learning for Enhanced Anomaly and Threat Detection
by: Sameh, Ahmed, et al.
Published: (2025)

Temporal Analysis of NetFlow Datasets for Network Intrusion Detection Systems
by: Luay, Majed, et al.
Published: (2025)

Technical Report: Generating the WEB-IDS23 Dataset
by: Lanfer, Eric, et al.
Published: (2025)

Application of Tabular Transformer Architectures for Operating System Fingerprinting
by: Pérez-Jove, Rubén, et al.
Published: (2025)

Generative Active Adaptation for Drifting and Imbalanced Network Intrusion Detection
by: Gupta, Ragini, et al.
Published: (2025)

DNS Tunneling: Threat Landscape and Improved Detection Solutions
by: Amirov, Novruz, et al.
Published: (2025)

Enhancing Resilience for IoE: A Perspective of Networking-Level Safeguard
by: Yang, Guan-Yan, et al.
Published: (2025)

A systematic literature review of unsupervised learning algorithms for anomalous traffic detection based on flows
by: Miguel-Diez, Alberto, 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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