Automation-Exploit-Legacy

Automation-Exploit Legacy Prototype This repository contain...

How Code Representation Shapes False-Positive Dynamics in Cross-Language LLM Vulnerability Detection

How code representation format shapes false positive behaviour in cross-language LLM vulnerability detection remains poorly understood. We systematically vary training intensity and code representation format, comparing raw source text with pruned Abstract Syntax Trees at both training time and...

AEGIS: From Clues to Verdicts -- Graph-Guided Deep Vulnerability Reasoning Via Dialectics and Meta-Auditing

Large Language Models LLMs are increasingly adopted for vulnerability detection, yet their reasoning remains fundamentally unsound. We identify a root cause shared by both major mitigation paradigms agent-based debate and retrieval augmentation: reasoning in an ungrounded deliberative space that...

aether

Aether - Adaptive Exploit & Threat Hunting Engine for EVM-base...

A Statistical Method for Attack-Agnostic Adversarial Attack Detection with Compressive Sensing Comparison

Adversarial attacks present a significant threat to modern machine learning systems. Yet, existing detection methods often lack the ability to detect unseen attacks or detect different attack types with a high level of accuracy. In this work, we propose a statistical approach that establishes a...

VulAgent: Hypothesis-Validation Based Multi-Agent Vulnerability Detection

The application of language models to project-level vulnerability detection remains challenging, owing to the dual requirement of accurately localizing security-sensitive code and correctly correlating and reasoning over complex program context. We present VulAgent, a multi-agent vulnerability...

UPDATE: OWASP Dependency-Check 3.0.0

PenTestIT RSS Feed My first post about this open source OWASP project was about an older version. This post discusses the changes made to the open source software composition analysis utility in the latest release yesterday. This is the OWASP Dependency-Check 3.0.0! This release comes with Java 9...

UPDATE: OWASP Dependency-Check 2.1.0!

PenTestIT RSS Feed My first post about this open source OWASP project was about an older version. This post discusses the changes made to the open source software composition analysis utility in the latest release yesterday. This is the OWASP Dependency-Check 2.1.0! What I like about this release...

Microsoft Advanced Threat Analytics 1.6 Update 1

Abnormal behavior algorithm false positive reduction. Center performance improvement...