4 citations · 6 across the 3 of their papers we have counts for
11 papers
Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique
Joyjit Roy, Samaresh Kumar Singh
Commercial insurance underwriting is a labor-intensive process that requires manual review of extensive documentation to assess risk and determine policy pricing. While AI offers s…
Customer Churn Prediction on Structured Data Using FT-Transformer and Stacking Ensembles
Joyjit Roy, Samaresh Kumar Singh, Laxmi Shaw
Customer churn prediction is essential across data-driven industries such as insurance, digital banking, eCommerce, and subscription platforms, where retaining existing customers i…
Scalable Explainability-as-a-Service (XaaS) for Edge AI Systems
Samaresh Kumar Singh, Joyjit Roy
Though Explainable AI (XAI) has made significant advancements, its inclusion in edge and IoT systems is typically ad-hoc and inefficient. Most current methods are "coupled" in such…
AgentSOC: A Multi-Layer Agentic AI Framework for Security Operations Automation
Joyjit Roy, Samaresh Kumar Singh
Security Operations Centers (SOCs) increasingly encounter difficulties in correlating heterogeneous alerts, interpreting multi-stage attack progressions, and selecting safe and eff…
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing
Samaresh Kumar Singh, Joyjit Roy
The Synergistic Collapse occurs when scaling beyond 100 agents causes superlinear performance degradation that individual optimizations cannot prevent. We observe this collapse wit…
Device-Native Autonomous Agents for Privacy-Preserving Negotiations
Joyjit Roy, Samaresh Kumar Singh
Automated negotiations in insurance and business-to-business (B2B) commerce encounter substantial challenges. Current systems force a trade-off between convenience and privacy by r…