Cover Image

NetIntent: Leveraging Large Language Models for End-to-End Intent-Based SDN Automation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hossain, Md. Kamrul, Aljoby, Walid
Format:	Preprint
Published:	2025
Subjects:	Networking and Internet Architecture
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MILD: Multi-Intent Learning and Disambiguation for Proactive Failure Prediction in Intent-based Networking
by: Hossain, Md. Kamrul, et al.
Published: (2026)

AI-driven Intent-Based Networking Approach for Self-configuration of Next Generation Networks
by: Hossain, Md. Kamrul, et al.
Published: (2026)

LEAD-Drift: Real-time and Explainable Intent Drift Detection by Learning a Data-Driven Risk Score
by: Hossain, Md. Kamrul, et al.
Published: (2026)

Rethinking IPv6 Defense: A Unified Edge-Centric Zero-Trust Data-Plane Architecture
by: Aljoby, Walid, et al.
Published: (2026)

Towards End-to-End Network Intent Management with Large Language Models
by: Dinh, Lam, et al.
Published: (2025)

DiffPerf: Towards Performance Differentiation and Optimization with SDN Implementation
by: Aljoby, Walid, et al.
Published: (2020)

Model-Based Diagnosis: Automating End-to-End Diagnosis of Network Failures
by: Wu, Changrong, et al.
Published: (2025)

Towards Intent-Based Network Management: Large Language Models for Intent Extraction in 5G Core Networks
by: Manias, Dimitrios Michael, et al.
Published: (2024)

Intent-Based Network for RAN Management with Large Language Models
by: Bimo, Fransiscus Asisi, et al.
Published: (2025)

Predictive Intent Maintenance with Intent Drift Detection in Next Generation Network
by: Muonagor, Chukwuemeka, et al.
Published: (2024)

ALLSTaR: Automated LLM-Driven Scheduler Generation and Testing for Intent-Based RAN
by: Elkael, Maxime, et al.
Published: (2025)

Knowledge Graph Embedding in Intent-Based Networking
by: Mehmood, Kashif, et al.
Published: (2024)

Automating Conflict-Aware ACL Configurations with Natural Language Intents
by: Ding, Wenlong, et al.
Published: (2025)

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations
by: Acharya, Sudipta, et al.
Published: (2026)

End-to-End Performance of Video Streaming With MPEG-DASH Over Satellite 5G IAB Networks
by: Zahid, Muhammad Adeel, et al.
Published: (2026)

INA-Infra: An Open and Extensible Infrastructure for Intent-driven Network Automation Research
by: Tran, Nguyen-Bao-Long, et al.
Published: (2024)

LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning
by: Habib, Md Arafat, et al.
Published: (2024)

CATO: End-to-End Optimization of ML-Based Traffic Analysis Pipelines
by: Wan, Gerry, et al.
Published: (2024)

Intent Assurance using LLMs guided by Intent Drift
by: Dzeparoska, Kristina, et al.
Published: (2024)

RAG-Enabled Intent Reasoning for Application-Network Interaction
by: Mostafa, Salwa, et al.
Published: (2025)

Direct-Conflict Resolution in Intent-Driven Autonomous Networks
by: Cinmere, Idris, et al.
Published: (2024)

Securing the Management Plane in Intent-based Cellular Networks
by: Mehmood, Kashif, et al.
Published: (2024)

5G-CT: Automated Deployment and Over-the-Air Testing of End-to-End Open Radio Access Networks
by: Bonati, Leonardo, et al.
Published: (2023)

MSADM: Large Language Model (LLM) Assisted End-to-End Network Health Management Based on Multi-Scale Semanticization
by: Tang, Fengxiao, et al.
Published: (2024)

Leveraging Large Language Models for Automated Reproduction of Networking Research Results
by: Jiang, Yining, et al.
Published: (2025)

Harnessing the Power of LLMs, Informers and Decision Transformers for Intent-driven RAN Management in 6G
by: Habib, Md Arafat, et al.
Published: (2025)

Performance Evaluation of Intent-Based Networking Scenarios: A GitOps and Nephio Approach
by: Ghosh, Saptarshi, et al.
Published: (2025)

Enhancing Secure Intent-Based Networking with an Agentic AI: The EU Project MARE Approach
by: Zacarias, Iulisloi, et al.
Published: (2026)

A Modular, End-to-End Next-Generation Network Testbed: Towards a Fully Automated Network Management Platform
by: Chouman, Ali, et al.
Published: (2024)

CAMINO: Cloud-native Autonomous Management and Intent-based Orchestrator
by: Antonakoglou, Konstantinos, et al.
Published: (2025)

Carbon-Aware End-to-End Data Movement
by: Goldverg, Jacob, et al.
Published: (2024)

End-to-End V2X Latency Modeling and Analysis in 5G Networks
by: Coll-Perales, B., et al.
Published: (2022)

Modeling of Key Quality Indicators for End-to-End Network Management: Preparing for 5G
by: Herrera-Garcia, Ana, et al.
Published: (2024)

Contract-based Agentic Intent Framework for Network Slicing in O-RAN
by: Bimo, Fransiscus Asisi, et al.
Published: (2026)

Network Intent Decomposition and Optimization for Energy-Aware Radio Access Network
by: Wang, Yao, et al.
Published: (2024)

Fine-grained Distributed Data Plane Verification with Intent-based Slicing
by: Chou, Kuan-Yen, et al.
Published: (2024)

Intent-based Meta-Scheduling in Programmable Networks: A Research Agenda
by: Narendra, Nanjangud C., et al.
Published: (2024)

Bridging Language Models and Formal Methods for Intent-Driven Optical Network Design
by: Bekri, Anis, et al.
Published: (2025)

LLM-Enabled Data Transmission in End-to-End Semantic Communication
by: Salehi, Shavbo, et al.
Published: (2025)

An End-to-End Assurance Framework for AI/ML Workloads in Datacenters
by: Gupta, Jit, et al.
Published: (2025)