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Author:   Yinzhi Cao ,  Bo Luo ,  Weizhi Meng
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
ISBN:  

9783032327666

ISBN 10:   3032327660
Pages:   506
Publication Date:   21 July 2026
Audience:   Professional and scholarly ,  College/higher education ,  Professional & Vocational ,  Postgraduate, Research & Scholarly
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand  
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Table of Contents

.- AI for Threat Detection & Network Defense. .- C2Detect: A Deep Learning based Real-Time Detection of Stealthy Command and Control (C2) Activities from HTTPS Traffic. .- Hostmon: MoE-Orchestrated Multi-Agent Reinforcement Learning for DDoS Defense. .- Empirical Evaluation and Benchmarking of Hybrid ML/XAI Models for HTTP-layer DDoS Detection. .- Adaptive and Uncertainty-Aware Intrusion Detection with Hybrid Meta-Learning under Proxy-Adversarial Exposure. .- Network Measurement, Fingerprinting & Routing Anomalies. .- 6ixmap: A Study on Active-Passive Measurement and Asset Exposure in the IPv6 Address Space. .- SF-EET: Online BGP Anomaly Detection via Structural Frequency Tracking and Emerging Edge Identification. .- SatRFID-Net: A Robust RF Fingerprinting Framework for Anomaly Detection in Satellite Communications. .- System & Software Security. .- ConfigWiz: Automating Privilege Configuration for Containerized Applications. .- Janus: Coordinating Vulnerability Prevention and Exploit-chain Mitigation for Containerized CI/CD Pipelines. .- BinGraph: Deep Structural-Semantic Learning for Vulnerability Detection in Cross-Architecture Obfuscated Binaries and IoT Firmware. .- LLMs and LLM-assisted Analysis. .- LADE: LLM-Assisted Advanced Persistent Threat Detection and Explanation. .- SNIFFER: Early Threat Detection via Chain-of-Thought of Sequence Generation and Context Alignment. .- Hide Your Malicious Goal Into Benign Narratives: Jailbreak Large Language Models through Carrier Articles. .- Understanding Phishing Scams in the Steam Ecosystem. .- Privacy-Preserving Analytics & Energy Trading. .- Federated Graph Analytics with Privacy: The Case of Parallel Chain Detection. .- P2NC-DET: A Privacy-Preserving and Network Constrained Decentralized Energy Trading Scheme based on Blockchain. .- Z-RegStore: A Physical-Constraint-Aware and Regulatory Compliant Privacy-Preserving Energy Settlement Scheme for Microgrids. .- A Trustworthy Incentive Scheme Based on Goal Gradient Effect to Improve Data Accuracy and Coverage in Vehicular Crowdsensing. .- Work-in-Progress session. .- Q-RobHFL: A QKD-Enhanced and Adversarially Robust Hierarchical Federated Learning Framework for IoMT. .- Enhancing Privacy in Explainable AI by Applying Quantum Machine Learning. .- Security-aware Resource Allocation for Fog Computing using MDP. .- Localizing Hot Pixels in Android Malware Images. .- Posters. .- Poster: SHAP-RM : An XAI Framework for Evaluating Machine Learning Reliability.

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