Digital Forensics and Cyber Crime

The two-volume set, LNICST 613 and 614, constitutes the refereed post-conference proceedings of the 15th EAI International Conference on Digital Forensics and Cyber Crime, ICDF2C 2024, held in Dubrovnik, Croatia, during October 9 10, 2024.

The 40 full papers presented here were carefully selected and reviewed from 90 submissions. These papers have been organized in the following topical sections:

Part I- Artificial Intelligence & Security; Multimedia Forensics; Intrusion Detection; Intrusion and Fraud Detection; Large Language Models, Advances in Security and Forensics; Advances in Security and Forensics.

Part II- Security Analytics, Threat Intelligence, Multimedia Forensics; Generative AI, Emerging Threats.

. - Security Analytics, Threat Intelligence, Multimedia Forensics.

. - Assessing Threats: Security Boundary and Side-channel Attack Detection in the Metaverse.

. - EG-SAN: Evolving Graph Self-Attention Networks for Detecting Illicit Activities in Cryptocurrency.

. - Auto-TFCE: Automatic Tra ic Feature Code Extraction Method and Its Application in Cyber Security.

. - Improved Federated Learning Model Against Poisoning Attacks by Using Iterative Blockchain Validators.

. - ThreatResponder: Dynamic Markov-based Defense Mechanism for Real-time Cyber Threats.

. - Social Media Threat Intelligence: A Framework for Collecting and Categorizing Threat-Related Data.

. - A Comprehensive Survey on Basic Safety Message Attacks and Their Detection.

. - BGETC: An Encrypted Tra ic Classification Method Based on BERT and GRU.

. - AnGSL: Graph-Based Android Malware Detection Method.

. - Attention-Guided Contrastive Masked Autoencoders for Self-supervised Cross-modal Biometric Matching.

. - MSP: A Zero-latency Lightweight Website Fingerprinting Defense for Tor Network.

. - An IP Anti-Geolocation Method Based on Constructed Landmarks.

. - Burst Sequence Based Graph Neural Network for Video Tra ic Identification.

. - KP-WF: Cross-domain Few-shot Website Fingerprinting.

. - Generative AI, Emerging Threats.

. - Pixel-level Face Correction Task for More Generalized Deepfake Detection.

. - Evaluating and Extending Techniques for Fine-Grained Text-Topic Prediction for Digital Forensic Data.

. - Driven to Evidence: The Digital Forensic Trail of Vehicles.

. - Autonomous Driving System Configuration Defect Detection Method Based on Fuzzing.

. - Research on Minimum Receptive Field of Convolutional Neural Networks for Energy Analysis Attack.

. - Heaker: Exfiltrating Data from Air-Gapped Computers via Thermal Signals.