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Main Authors:	Wu, Binghui, Divakaran, Dinil Mon, Gurusamy, Mohan
Format:	Preprint
Published:	2025
Subjects:	Cryptography and Security Machine Learning Networking and Internet Architecture
Online Access:	https://arxiv.org/abs/2503.04174
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RECTor: Robust and Efficient Correlation Attack on Tor
by: Wu, Binghui, et al.
Published: (2025)

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

AI-based Traffic Modeling for Network Security and Privacy: Challenges Ahead
by: Divakaran, Dinil Mon
Published: (2025)

IoT Network Traffic Analysis with Deep Learning
by: Liu, Mei, et al.
Published: (2024)

Locality Sensitive Hashing for Network Traffic Fingerprinting
by: Mashnoor, Nowfel, et al.
Published: (2024)

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

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

Revisiting Network Traffic Analysis: Compatible network flows for ML models
by: Vitorino, João, et al.
Published: (2025)

PCAP-Backdoor: Backdoor Poisoning Generator for Network Traffic in CPS/IoT Environments
by: Chathoth, Ajesh Koyatan, et al.
Published: (2025)

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

Deep Learning Approaches for Network Traffic Classification in the Internet of Things (IoT): A Survey
by: Kalwar, Jawad Hussain, et al.
Published: (2024)

More Than Meets the Eye: A Semantics-Aware Traffic Augmentation Framework for Generalizable Website Fingerprinting
by: Xian, Youquan, et al.
Published: (2026)

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

ReGAIN: Retrieval-Grounded AI Framework for Network Traffic Analysis
by: Shajarian, Shaghayegh, et al.
Published: (2025)

MLDAS: Machine Learning Dynamic Algorithm Selection for Software-Defined Networking Security
by: Benlloch, Pablo, et al.
Published: (2026)

BRIDGE and TCH-Net: Heterogeneous Benchmark and Multi-Branch Baseline for Cross-Domain IoT Botnet Detection
by: Bhilwarawala, Ammar, et al.
Published: (2026)

Characterizing Encrypted Application Traffic through Cellular Radio Interface Protocol
by: Islam, Md Ruman, et al.
Published: (2024)

LPUF-AuthNet: A Lightweight PUF-Based IoT Authentication via Tandem Neural Networks and Split Learning
by: Mefgouda, Brahim, et al.
Published: (2024)

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

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)

On the Effect of Ruleset Tuning and Data Imbalance on Explainable Network Security Alert Classifications: a Case-Study on DeepCASE
by: Teuwen, Koen T. W., 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)

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

SISSA: Real-time Monitoring of Hardware Functional Safety and Cybersecurity with In-vehicle SOME/IP Ethernet Traffic
by: Liu, Qi, et al.
Published: (2024)

MDHP-Net: Detecting an Emerging Time-exciting Threat in IVN
by: Liu, Qi, et al.
Published: (2024)

Finding Effective Security Strategies through Reinforcement Learning and Self-Play
by: Hammar, Kim, et al.
Published: (2020)

Federated Learning-Driven Cybersecurity Framework for IoT Networks with Privacy-Preserving and Real-Time Threat Detection Capabilities
by: Rahmati, Milad
Published: (2025)

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

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

NetBench: A Large-Scale and Comprehensive Network Traffic Benchmark Dataset for Foundation Models
by: Qian, Chen, et al.
Published: (2024)

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

Analyzing Unsolicited Internet Traffic: Measuring IoT Security Threats via Network Telescopes
by: Ismail, Shereen, et al.
Published: (2026)

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

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

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

On the Cross-Dataset Generalization of Machine Learning for Network Intrusion Detection
by: Cantone, Marco, et al.
Published: (2024)

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

Preserving Data Privacy for ML-driven Applications in Open Radio Access Networks
by: Gajjar, Pranshav, et al.
Published: (2024)

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

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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