3 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.SE2025
Impact of LLMs on Team Collaboration in Software Development
Devang Dhanuka
Large Language Models (LLMs) are increasingly being integrated into software development processes, with the potential to transform team workflows and productivity. This paper inve…
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…