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Technical troubleshooting in enterprise environments often involves navigating diverse, heterogeneous data sources to resolve complex issues effectively. This paper presents a novel agentic AI solution built on a Weighted…

Artificial Intelligence · Computer Science 2024-12-18 Rajat Khanda

AI agents are increasingly deployed in production, yet their security evaluations remain bottlenecked by manual red-teaming or static benchmarks that fail to model adaptive, multi-turn adversaries. We propose NAAMSE, an evolutionary…

Artificial Intelligence · Computer Science 2026-03-10 Kunal Pai , Parth Shah , Harshil Patel

This work proposes an agentic, intent-driven end-to-end (E2E) orchestration framework that integrates intent co-creation with a Test-Driven Quality Assurance paradigm. In this framework, autonomous agents iteratively refine a user's initial…

Networking and Internet Architecture · Computer Science 2026-04-28 Christos Tranoris , Besiana Agko , Kostis Trantzas , Irene Denazi

The proliferation of agentic artificial intelligence systems--characterized by autonomous goal-seeking, tool use, and multi-agent coordination--presents unprecedented challenges to existing legal and financial regulatory frameworks. While…

Computers and Society · Computer Science 2026-03-17 Marcel Osmond

Nuclear waste management requires rigorous regulatory compliance assessment, demanding advanced decision-support systems capable of addressing complex legal, environmental, and safety considerations. This paper presents a multi-agent…

Multiagent Systems · Computer Science 2025-05-29 Dongjune Chang , Sola Kim , Young Soo Park

This paper presents a computational account of how legal norms can influence the behavior of artificial intelligence (AI) agents, grounded in the active inference framework (AIF) that is informed by principles of economic legal analysis…

Computers and Society · Computer Science 2025-11-25 Axel Constant , Mahault Albarracin , Karl J. Friston

As autonomous agentic AI systems see increasing adoption across organisations, persistent challenges in alignment, governance, and risk management threaten to impede deployment at scale. We present AURA (Agent aUtonomy Risk Assessment), a…

Artificial Intelligence · Computer Science 2025-10-20 Lorenzo Satta Chiris , Ayush Mishra

This paper introduces Agentic-AI Healthcare, a privacy-aware, multilingual, and explainable research prototype developed as a single-investigator project. The system leverages the emerging Model Context Protocol (MCP) to orchestrate…

Cryptography and Security · Computer Science 2025-10-06 Mohammed A. Shehab

This position paper presents A4FN, an Agentic Artificial Intelligence (AI) architecture for intent-driven automation in Flying Networks (FNs) using Unmanned Aerial Vehicles (UAVs) as access nodes. A4FN leverages Generative AI and Large…

Networking and Internet Architecture · Computer Science 2025-10-07 André Coelho , Pedro Ribeiro , Helder Fontes , Rui Campos

AI agents are increasingly deployed to automate complex enterprise workflows, yet evidence of their effectiveness in identity governance is limited. We report results from the first randomized controlled trial (RCT) evaluating an AI agent…

General Economics · Economics 2025-11-19 James Bono , Beibei Cheng , Joaquin Lozano

Recent advances in AI are transforming AI's ubiquitous presence in our world from that of standalone AI-applications into deeply integrated AI-agents. These changes have been driven by agents' increasing capability to autonomously make…

Cryptography and Security · Computer Science 2025-07-04 Jose Sanchez Vicarte , Marcin Spoczynski , Mostafa Elsaid

Autonomous AI agent ecosystems require stronger mechanisms for secure discovery, identity verification, capability attestation, and policy governance. Current deployments frequently lack (1) uniform agent discovery, (2) cryptographic agent…

Cryptography and Security · Computer Science 2026-05-01 Akshay Mittal , Elyson De La Cruz

The deployment of AI systems faces three critical governance challenges that current frameworks fail to adequately address. First, organizations struggle with inadequate risk assessment at the use case level, exemplified by the Humana class…

Artificial Intelligence · Computer Science 2026-01-14 Pamela Gupta

The proliferation of autonomous AI agents marks a paradigm shift toward complex, emergent multi-agent systems. This transition introduces systemic security risks, including control-flow hijacking and cascading failures, that traditional…

Cryptography and Security · Computer Science 2025-08-28 Sai Teja Reddy Adapala , Yashwanth Reddy Alugubelly

The complex and evolving threat landscape of frontier AI development requires a multi-layered approach to risk management ("defense-in-depth"). By reviewing cybersecurity and AI frameworks, we outline three approaches that can help identify…

Computers and Society · Computer Science 2024-08-16 Shaun Ee , Joe O'Brien , Zoe Williams , Amanda El-Dakhakhni , Michael Aird , Alex Lintz

Sixth-generation (6G) networks are increasingly envisioned as AI-native infrastructures integrating communication, sensing, and computing into a unified fabric. However, existing approaches remain largely optimization-centric, relying on…

Networking and Internet Architecture · Computer Science 2026-05-05 Mohamed Amine Ferrag , Abderrahmane Lakas , Merouane Debbah

Autonomous AI agents present transformative opportunities and significant governance challenges. Existing frameworks, such as the EU AI Act and the NIST AI Risk Management Framework, fall short of addressing the complexities of these…

Artificial Intelligence · Computer Science 2025-01-14 Tomer Jordi Chaffer , Charles von Goins , Bayo Okusanya , Dontrail Cotlage , Justin Goldston

Agentic AI systems -- Large Language Models (LLMs) augmented with planning, tool use, memory, and long-horizon interactions -- can execute complex tasks autonomously, but their multi-step trajectories introduce new failure modes that…

Artificial Intelligence · Computer Science 2026-05-26 Jinhu Qi , Muzhi Li , Jiahong Liu , Yuqin Shu , Dianzhi Yu , Shicheng Ma , Wenqian Cui , Yiyang Zhao , Yiyi Chen , Ruoxi Jiang , Irwin King , Zenglin Xu

The emergence of Large Language Models (LLMs) has ushered in a transformative paradigm in artificial intelligence, Agentic AI, where intelligent agents exhibit goal-directed autonomy, contextual reasoning, and dynamic multi-agent…

Artificial Intelligence · Computer Science 2025-08-15 Hana Derouiche , Zaki Brahmi , Haithem Mazeni

Large Language Models (LLMs) are evolving into autonomous agents, yet current "frameless" development--relying on ambiguous natural language without engineering blueprints--leads to critical risks such as scope creep and open-loop failures.…

Artificial Intelligence · Computer Science 2026-02-24 Chanjin Park
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