Digital Forensics and Cyber Crime

.- AI Vulnerabilities.

.- How Real is Your Jailbreak? Fine-grained Jailbreak Evaluation with Anchored Reference.
.- MEEA: Mere Exposure Effect-Driven Confrontational Optimization for LLM Jailbreaking.
.- Exposing Vulnerabilities in AI-Based Malware Detectors: Adversarial, Backdoor, and Poisoning Attacks.

.- Detecting and Analysing GenAI Output.

.- FreDA: Training-Free Test-Time Adaptation for Deepfake Detection via Non-Parametric Cache Retrieval.
.- A Multi-stage Framework for Detection and Attribution of LLM-generated Text.
.- MARS: LLM Toxicity Mitigation via Multi-Dimensional Adaptive Representation Steering.

.- AI-Enhanced Investigations.

.- Multimodal Online Black Industry Discovery with Long-Context Compression.
.- Agentic AI Enhanced Security Workflow for Explainable Host-Based Intrusion Detection.
.- A methodology for producing recursive medical forensic image analysis responses using VLMs

.- Critical Infrastructure Resilience.

.- Unsupervised Detection of False Data Injection Attacks in Nuclear Radiation Dose Time Series Using Generative Models.
.- Quantifying Cyber Attack Impact on UAV-Based Nuclear Containment Inspection: A Forensic-Ready Simulation Framework.
.- R-FIGM: A Real-Time Forensic Intelligence Governance Model for Cyber Crisis Management in Critical Infrastructure.

.- Cryptography and Steganography.

.- RENet-Crypt: An Novel Image Encryption Method Based on Chaotic Systems and Invertible Neural Networks.
.- DDRN: Dynamic Key-Driven Deep Reversible Network for Medical Image Encryption.
.- AI-Assisted Steganography for Endpoint Protection in Adversarial Environments.

.- Encrypted Traffic Analysis.

.- DHGNN-MambaNet: Encrypted Traffic Analysis Based on Dual-Granularity Heterogeneous Graphs and Bidirectional Mamba.
.- Flash-Flood: A Low-Latency Generative Defense Against Website Fingerprinting Attacks.
.- A Forensic Framework for Detecting Ransomware Evidence Using Burst-Based Network Analysis.

.- Software Analysis and Forensics.

.- Visualizing Differences in Versions of Software Files.
.- SOMNIA: Disassembling ARM Binaries by Knowledge-aware Transfer Learning.
.- Role-Driven Comparative Forensic Analysis of an Android Marketplace Mobile Application.

.- Evidence Triage and Threat Detection Tools.

.- Risk-Based Digital Evidence Triage: A Framework for Artifact, Device, and Case Prioritization in Child Sexual Offense Investigations.
.- Hate Speech Detection in Digital Forensics: Autopsy Hate Speech Detector Plugin.
.- X4SFF-ITD: An Extensible and Explainable Plugin-Based Framework for Insider Threat Detection.

.- Ensuring Trust.

.- Leveraging Device Motion Events to Track Fraud in Remote Identity Verification.
.- FL-Forensics: A Blockchain-Enabled Framework for Forensic Accountability and Auditability in Federated Learning.
.- Chain-Resilience: A Blockchain-based Federated Continual Learning Framework for Defending Against Forgetting and Distrust.

.- Human Factors.

.- Human Factors in Cybersecurity in Icelandic Small and Medium-sized Enterprises.
.- Archetypical Modelling for Cybersecurity and Personal Data Protection for SMEs.
.- Temporal evolution and conceptual fragmentation of human behavior in social engineering cybersecurity.

.- Posters.

.- ENHANCED SECURITY OPERATIONS CENTER FOR CYBER THREAT DETECTION AND MITIGATION USING AGENTIC AI.