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Detecting Ambiguity Aversion in Cyberattack Behavior to Inform Cognitive Defense Strategies

Detects ambiguity aversion in cyber intrusion using red-team data and large language model parsing to Mitre ATT&CK for near real time defense.

Data

Build on a solid foundation with Vulners data

We provide the essential building blocks for cybersecurity solutions with comprehensive, structured, and constantly updated vulnerability and exploits data

Api

Power your application with Vulners API

The Vulners REST API offers reliable, high-performance access to vulnerability intelligence, with 99.9% SLA uptime and CDN-backed data delivery for seamless global access

App

Assess and manage vulnerabilities with Vulners tools

Built on top of Vulners' database and SDK, end-user solutions give security professionals and developers lightweight and powerful tools for vulnerability remediation

08 Dec 2025 00:00Current
6.8Medium risk
Vulners AI Score6.8
5