MARGIN: Margin-Aware Regularized Geometry for Imbalanced Vulnerability Detection

Software vulnerability detection is critical for ensuring software security and reliability. Despite recent advances in deep learning, real-world vulnerability datasets suffer from two severe challenges: frequency imbalance and difficulty imbalance. We reinterpret these challenges from an embeddi...

Decryption Thorough Polynomial Ambiguity: Noise-Enhanced High-Memory Convolutional Codes for Post-Quantum Cryptography

We present a novel approach to post-quantum cryptography that employs directed-graph decryption of noise-enhanced high-memory convolutional codes. The proposed construction generates random-like generator matrices that effectively conceal algebraic structure and resist known structural attacks...

Quantifying the Noise of Structural Perturbations on Graph Adversarial Attacks

Graph neural networks have been widely utilized to solve graph-related tasks because of their strong learning power in utilizing the local information of neighbors. However, recent studies on graph adversarial attacks have proven that current graph neural networks are not robust against malicious...

Pen testing avionics under ED-203a

The aviation industry realised some time ago that taking a standard approach to the cyber security of its products was needed and that this was a specialist discipline. A family of documents was produced to help with this: ED-202A / DO-326A – what should be certified ED-203A / DO-356A – how these...

[eBook] Your 90-Day MSSP Plan: How to Improve Margins and Scale-Up Service Delivery

To cash in on a thriving market, a managed security service provider MSSP must navigate unprecedented competition and complex challenges. The good news is that demand is through the roof. 69% of organizations plan to boost spending on cybersecurity in 2022. The bad news is that everyone wants a...

CVE-2019-7359

An exploitable heap overflow vulnerability in the AcCellMargin handling code in Autodesk Advance Steel 2018, Autodesk AutoCAD 2018, Autodesk AutoCAD Architecture 2018, Autodesk AutoCAD Electrical 2018, Autodesk AutoCAD Map 3D 2018, Autodesk AutoCAD Mechanical 2018, Autodesk AutoCAD MEP 2018,...

Five reasons you need to join an MSP program… today!

Managed service providers MSPs offer a broad set of services to their customers, including configuring, managing, maintaining, monitoring and securing increasingly complex IT environments. In addition, they also have a business to run, employees to manage, technician utilization to monitor, profi...

Combinations of right-to-left text and negative margins can crash Opera – Opera Security Advisories

Combinations of right-to-left text and negative margins can crash Opera – Opera Security Advisories OPCOM Team | November 23, 2005 Summary Combinations of right-to-left text and negative marginsin HTML code can crash Opera. Severity: Not a security issue. Problem description Right-to-left scripts...