2 papers
cs.CR2025
PROVEX: Enhancing SOC Analyst Trust with Explainable Provenance-Based IDS
Devang Dhanuka, Nidhi Rastogi
Modern intrusion detection systems (IDS) leverage graph neural networks (GNNs) to detect malicious activity in system provenance data, but their decisions often remain a black box…
cs.CR2025
Too Much to Trust? Measuring the Security and Cognitive Impacts of Explainability in AI-Driven SOCs
Nidhi Rastogi, Shirid Pant, Devang Dhanuka +2
Explainable AI (XAI) holds significant promise for enhancing the transparency and trustworthiness of AI-driven threat detection in Security Operations Centers (SOCs). However, iden…