3 citations · 3 across the 2 of their papers we have counts for
5 papers
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…
Zero-Trust Agentic Federated Learning for Secure IIoT Defense Systems
Samaresh Kumar Singh, Joyjit Roy, Martin So
Recent attacks on critical infrastructure, including the 2021 Oldsmar water treatment breach and 2023 Danish energy sector compromises, highlight urgent security gaps in Industrial…
Comparative Evaluation of Embedding Representations for Financial News Sentiment Analysis
Joyjit Roy, Samaresh Kumar Singh
Financial sentiment analysis enhances market understanding. However, standard Natural Language Processing (NLP) approaches encounter significant challenges when applied to small da…