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20 results for “network autonomy”

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cs.NIcs.AITheoreticalRecentJul 7, 2026

From Agentic to Autogenic Network Management for AI-Native 6G and Beyond: A Standards Perspective

Petar Djukic, Sudipta Acharya, Takai Eddine Kennouche, Burak Kantarci

This paper proposes Autogenic network management, a self-programming extension to agentic AI for next-generation network management in 6G networks.

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cs.CRcs.AIRecentMay 4, 2026

APIOT: Autonomous Vulnerability Management Across Bare-Metal Industrial OT Networks

Adel ElZemity, Budi Arief, Shujun Li, Calvin Brierley +5 more

The paper introduces APIOT, the first LLM framework capable of autonomously performing the full discovery, exploitation, patching, and verification cycle against bare-metal industrial OT devices.

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cs.NIcs.AIeess.SPEmpiricalRecentJul 7, 2026

Agentic AI for IPoDWDM Network Lifecycle Automation: An MCP-Enabled Architecture

Chunmin Xia, Jakub Harbaczewski, Nikhil Dsilva, Julie Raulin +2 more

This paper proposes a distributed architecture for automating and controlling multi-vendor, multi-layer IP over DWDM networks using SDN, enabling end-to-end service lifecycle automation and closed-loo…

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cs.CRRecentMay 16, 2026

A Red Teaming Framework for Evaluating Robustness of AI-enabled Security Orchestration, Automation, and Response Systems

Ayan Javeed Shaikh, Nathaniel D. Bastian, Ankit Shah

The paper proposes an autonomous red teaming framework combining LLMs and RL to generate sophisticated, multi-stage cyber attack campaigns, demonstrating its necessity for evaluating robust AI-enabled…

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cs.MAcs.AIcs.ETEmpiricalRecentJun 22, 2026

Decentralized Coordination of Autonomous Traffic Through Advanced Air Mobility Corridors

Jasmine Jerry Aloor, Hamsa Balakrishnan

This paper demonstrates that autonomous aircraft can self-organize into efficient corridor flows in decentralized settings.

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cs.AIcs.OSTheoreticalRecentJul 22, 2026

Defining AI-Native Systems: Autonomy as Revision Authority

Cheng Tan

This paper proposes a definition for 'AI-nativeness' in systems, based on an AI agent's authority over system decisions.

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cs.NIcs.AISurveyRecentJul 17, 2026

LLM-Powered Agentic AI for 5G/6G Networks: A Tutorial and Survey on Architectures, Protocols, and Standardization

Mazene Ameur, Abdelkader Mekrache, Bouziane Brik, Adlen Ksentini

This paper presents a tutorial-and-survey on integrating agentic AI into Next-Generation Networks (NGNs), addressing the gap in protocol integration, evaluation, and standardization alignment.

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cs.NIcs.CRRecentMay 19, 2026

Fifty Shades of Darknet

Siddique Abubakr Muntaka, Jacques Bou Abdo

The paper identifies and demonstrates the existence of a covert sublayer, called the Exclusive Network, within the I2P anonymous network, which allows nodes to host services without being discoverable…

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cs.CRRecentMay 4, 2026

Autonomous LLM Agent Worms: Cross-Platform Propagation, Automated Discovery and Temporal Re-Entry Defense

Mingming Zha, Xiaofeng Wang

The paper introduces a systematic framework and defense mechanisms to analyze and mitigate autonomous LLM agent worms that propagate through persistent agent state and cross-platform multi-agent syste…

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cs.NIEmpiricalRecentJun 11, 2026

ARTSN: Exact and Adaptive Self-triggered Traffic Scheduling for ARTS Networks

Ruide Cao, Shuangping Zhan, Jiashuo Lin, Yan Liu +3 more

This paper proposes ARTSN, a scheduling paradigm for autonomous real-time systems using time-sensitive networking, addressing volatility and absence challenges of self-triggered traffic.

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cs.CRcs.AIRecentApr 9, 2026

Building Better Environments for Autonomous Cyber Defence

Chris Hicks, Elizabeth Bates, Shae McFadden, Isaac Symes Thompson +11 more

This paper synthesizes expert knowledge from a workshop to provide a comprehensive framework and best-practice guidelines for developing high-quality reinforcement learning environments for autonomous…

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cs.CRcs.AIRecentJun 4, 2026

Will the Agent Recuse Itself? Measuring LLM-Agent Compliance with In-Band Access-Deny Signals

Thamilvendhan Munirathinam

The paper proposes and tests a novel, non-security 'Recuse Signal'—an in-band signal—to allow operators to tell autonomous LLM agents to voluntarily withdraw access, demonstrating that compliant agent…

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cs.CRcs.AIRecentMay 10, 2026

The Authorization-Execution Gap Is a Major Safety and Security Problem in Open-World Agents

Baoyuan Wu, Qingshan Liu, Adel Bibi, Irwin King +1 more

The paper argues that the Authorization-Execution Gap (AEG)—the divergence between intended authorization and actual execution—is a critical safety and security flaw in open-world agents, requiring so…

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cs.NIEmpiricalRecentJul 8, 2026

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks

Junjie Wu, Lingjian Zhou, Zerui Shao, Yi Zou +3 more

Proposed EvoOMG framework optimizes throughput in heterogeneous Wi-Fi networks with both legacy and MLO-capable stations using an evolution-oriented multi-agent guidance approach.

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cs.CRRecentMay 9, 2026

Toward Web 4.0: Bidirectional Trust between AI Agents and Blockchain

Yunfeng Xia, Chao Li, Lei Li, Chenhao Zhang +3 more

The paper systematizes the interaction between autonomous AI agents and blockchain platforms using a bidirectional trust framework, identifying significant gaps in current standards and proposing a ta…

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cs.MAcs.AIcs.NIRecentJun 1, 2026

RadioMaster: Multi-Agent System for Autonomous Radio Signal Generation

Jiazhen Lei, Tianze Cao, Yuxin Sha, Sihan Wang +4 more

The paper introduces RadioMaster, a novel multi-agent system that successfully translates high-level user intents into physically viable, real-world radio signals, significantly outperforming existing…

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cs.AIcs.MAcs.NIPositionRecentJul 24, 2026

Let AI Agents Translate Networks, Not Reason About Them

Hongyu Hè, Maria Apostolaki

This paper presents TypoNet, a system that constructs and validates a symbolic model of a production-scale WAN from network artifacts using large language models for translation and a solver for relia…

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cs.AIRecentMay 27, 2026

The Importance of Out-of-Band Metadata for Safe Autonomous Agents: The Redpanda Agentic Data Plane

Tyler Akidau, Tyler Rockwood, Johannes Brüderl, Marc Millstone

The paper proposes the Redpanda Agentic Data Plane (ADP), an architecture that uses out-of-band metadata channels to deterministically enforce security policies and governance for autonomous AI agents…

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