1 citations · 1 across the 2 of their papers we have counts for
3 papers
cs.CR2026
Bounded Reasoning: Cognitive Hierarchy in Human-versus-AI Cyber Defense
Zahra Aref, Sheng Wei, Narayan B. Mandayam
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 sequentia…
cs.LG2025
Mental Accounts for Actions: EWA-Inspired Attention in Decision Transformers
Zahra Aref, Narayan B. Mandayam
Transformers have emerged as a compelling architecture for sequential decision-making by modeling trajectories via self-attention. In reinforcement learning (RL), they enable retur…
cs.CR2025★ 1 cited
Human-AI Collaboration in Cloud Security: Cognitive Hierarchy-Driven Deep Reinforcement Learning
Zahra Aref, Sheng Wei, Narayan B. Mandayam
Given the complexity of multi-tenant cloud environments and the growing need for real-time threat mitigation, Security Operations Centers (SOCs) must adopt AI-driven adaptive defen…