IntelligentProcessLifecycle

IntelligentProcessLifecycle The Intelligent Process Lifecycle of Active Cyber Defenders Description This github hosts the poster related files of false positive and error categories in security operation services. The goal is to define an open source reporting standard for Security Operation Cent...

Bounded Reasoning: Cognitive Hierarchy in Human-Versus-AI Cyber Defense

Human-agent evaluations often compress interaction into a single performance score, even when human and automated policies adapt differently over time. We study this in a sequential cyber-defense game on an attack graph, where a human or reinforcement-learning defender protects cloud assets again...

Towards Hierarchical Cyber Defense with Large Language Models: From Planning to Execution

An autonomous cyber defender trained with reinforcement learning RL is typically tied to the network on which it was trained, limiting its ability to generalize as network scale changes. Hierarchical RL reduces decision complexity by separating strategic targeting from tactical execution, but it...

CVE-2026-4772

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Stored XSS. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

EUVD-2026-41370

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Stored XSS. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

CVE-2026-4772 Stored XSS in TR7's WAF-ASP

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Stored XSS. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

CVE-2026-4772 Stored XSS in TR7's WAF-ASP

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Stored XSS. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

CVE-2026-4770

The CVE-2026-4770 entry concerns TR7 Cyber Defense Inc. Web Application Firewall (WAF). The affected component is the Web Application Firewall, with versions from 1.0.42.239 up to, but not including, 1.4.0.117. The vulnerability is a DOM-Based Cross-Site Scripting (XSS) issue arising from imprope...

CVE-2026-4770 DOM-Based XSS in TR7's WAF-ASP

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. Web Application Firewall allows DOM-Based XSS. This issue affects Web Application Firewall: from v1.0.42.239 before v1.4.0.117...

EUVD-2026-41369

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. Web Application Firewall allows DOM-Based XSS. This issue affects Web Application Firewall: from v1.0.42.239 before v1.4.0.117...

PT-2026-55203

Missing authentication for critical function vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Authentication Abuse. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

CVE-2026-4772: Improper Neutralization of Input During Web Page Generation

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Stored XSS. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

CVE-2026-4767: Missing Authentication for Critical Function

Missing authentication for critical function vulnerability in TR7 Cyber ​​Defense Inc. WAF-ASP allows Authentication Abuse. This issue affects WAF-ASP: from v1.0.324.900 before v1.4.0.117...

PT-2026-55196

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. Web Application Firewall allows DOM-Based XSS. This issue affects Web Application Firewall: from v1.0.42.239 before v1.4.0.117...

CVE-2026-4770: Improper Neutralization of Input During Web Page Generation

Improper neutralization of input during web page generation 'cross-site scripting' vulnerability in TR7 Cyber ​​Defense Inc. Web Application Firewall allows DOM-Based XSS. This issue affects Web Application Firewall: from v1.0.42.239 before v1.4.0.117...

A Red Teaming Framework for Evaluating Robustness of AI-Enabled Security Orchestration, Automation, and Response Systems

AI-enabled Security Orchestration, Automation, and Response SOAR systems increasingly employ autonomous agents for cyber defense, yet their resilience to adaptive adversaries is underexplored. We introduce an autonomous red teaming framework that integrates large language models LLMs with...

CVE-2026-31431: Copy Fail vulnerability enables Linux root privilege escalation across cloud environments

In this article 1. Vulnerability details 2. Mitigation and protection guidance 3. Microsoft Defender XDR detections 4. References 5. Learn more Microsoft Defender is investigating a high-severity local privilege escalation vulnerability CVE-2026-31431 affecting multiple major Linux distributions...

Safeguarding Skies: Airport Cybersecurity in the Digital Age

The aviation industry faces significant vulnerabilities from both physical and cybersecurity threats, highlighting the urgent need for enhanced cybersecurity measures amid increasingly sophisticated attacks. This paper systematically reviews emerging threats at airports, analyzing real-world...

Cyber Defense Benchmark: Agentic Threat Hunting Evaluation for LLMs in SecOps

We introduce the Cyber Defense Benchmark, a benchmark for measuring how well large language model LLM agents perform the core SOC analyst task of threat hunting: given a database of raw Windows event logs with no guided questions or hints, identify the exact timestamps of malicious events. The...

Event-Driven Temporal Graph Networks for Asynchronous Multi-Agent Cyber Defense in NetForge_RL

The transition of Multi-Agent Reinforcement Learning MARL policies from simulated cyber wargames to operational Security Operations Centers SOCs is fundamentally bottlenecked by the Sim2Real gap. Legacy simulators abstract away network protocol physics, rely on synchronous ticks, and provide clea...