Cover Image

A Network Arena for Benchmarking AI Agents on Network Troubleshooting

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Zhihao, Cornacchia, Alessandro, Sacco, Alessio, Galante, Franco, Canini, Marco, Jiang, Dingde
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

Towards a Playground to Democratize Experimentation and Benchmarking of AI Agents for Network Troubleshooting
by: Wang, Zhihao, et al.
Published: (2025)

ChamaleoNet: Programmable Passive Probe for Enhanced Visibility on Erroneous Traffic
by: Wang, Zhihao, et al.
Published: (2025)

The Potential of Erroneous Outbound Traffic Analysis to Unveil Silent Internal Anomalies
by: Sordello, Andrea, et al.
Published: (2026)

NetArena: Dynamic Benchmarks for AI Agents in Network Automation
by: Zhou, Yajie, et al.
Published: (2025)

Cross-Domain Query Translation for Network Troubleshooting: A Multi-Agent LLM Framework with Privacy Preservation and Self-Reflection
by: Tran, Nguyen Phuc, et al.
Published: (2026)

MAESTRO: Multi-Agent Evaluation Suite for Testing, Reliability, and Observability
by: Ma, Tie, et al.
Published: (2026)

SADE: Symptom-Aware Diagnostic Escalation for LLM-Based Network Troubleshooting
by: Tseng, Kuan-Hao, et al.
Published: (2026)

SWE-Bench 5G: Benchmarking AI Coding Agents on Telecom Network Engineering Tasks
by: Chen, Jiao, et al.
Published: (2026)

On the Performance of Non-Terrestrial Networks to Support the Internet of Things
by: Wang, Dengke, et al.
Published: (2022)

OffRAC: Offloading Through Remote Accelerator Calls
by: Yang, Ziyi, et al.
Published: (2025)

Defending Against Network Attacks for Secure AI Agent Migration in Vehicular Metaverses
by: Wen, Xinru, et al.
Published: (2024)

AgenticNet: Utilizing AI Coding Agents To Create Hybrid Network Experiments
by: Latah, Majd, et al.
Published: (2026)

Optimizing Generative AI Networking: A Dual Perspective with Multi-Agent Systems and Mixture of Experts
by: Zhang, Ruichen, et al.
Published: (2024)

Switching Efficiency: A Novel Framework for Dissecting AI Data Center Network Efficiency
by: Ye, Niangen, et al.
Published: (2026)

Generative AI for Networking
by: Zaman, Faisal, et al.
Published: (2025)

Intelligence Delivery Network: Toward an Internet Architecture for the AI Age
by: Wang, Hanling, et al.
Published: (2026)

Integration of Computer Networks and Artificial Neural Networks for an AI-based Network Operator
by: Wu, Binbin, et al.
Published: (2024)

Sharing GPUs and Programmable Switches in a Federated Testbed with SHARY
by: Salsano, Stefano, et al.
Published: (2025)

Operationalizing AI in Future Networks: A Bird's Eye View from the System Perspective
by: Liu, Qiong, et al.
Published: (2023)

Benchmarking LLM-Driven Network Configuration Repair
by: Protogeros, Ioannis, et al.
Published: (2026)

Performance Evaluation of LoRa for IoT Applications in Non-Terrestrial Networks via ns-3
by: Traspadini, Alessandro, et al.
Published: (2025)

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives
by: Luo, Haoxiang, et al.
Published: (2025)

Prioritized Value-Decomposition Network for Explainable AI-Enabled Network Slicing
by: Salehi, Shavbo, et al.
Published: (2025)

AI Sessions for Network-Exposed AI-as-a-Service
by: Chraiti, Mohaned, et al.
Published: (2026)

TSNBench: Benchmarking LLM Proficiency in Time-Sensitive Networking
by: Debnath, Rubi, et al.
Published: (2026)

Lossy Compression of Cellular Network KPIs
by: Pimpinella, Andrea, et al.
Published: (2026)

A Reference Architecture for Autonomous Networks: An Agent-Based Approach
by: Sifakis, Joseph, et al.
Published: (2025)

Power Control Based on Multi-Agent Deep Q Network for D2D Communication
by: Gengtian, Shi, et al.
Published: (2025)

Joint Application Admission Control and Network Slicing in Virtual Sensor Networks
by: Delgado, Carmen, et al.
Published: (2024)

A Real-time Data Collection Approach for 6G AI-native Networks
by: Shiwen, He, et al.
Published: (2025)

Network Calculus Bounds for Time-Sensitive Networks: A Revisit
by: Jiang, Yuming
Published: (2024)

Robustness Evaluation of a Physical Internet-based Intermodal Logistic Network
by: Gallo, Federico, et al.
Published: (2024)

Applications of Multi-Agent Deep Reinforcement Learning Communication in Network Management: A Survey
by: Pi, Yue, et al.
Published: (2024)

End-to-End Simulation of 5G NR Integrated Access and Backhaul Networks for Remote Maritime Connectivity
by: Traspadini, Alessandro, et al.
Published: (2026)

Next-Generation Wi-Fi Networks with Generative AI: Design and Insights
by: Wang, Jingyu, et al.
Published: (2024)

Sovereign AI for 6G: Towards the Future of AI-Native Networks
by: Chetty, Swarna Bindu, et al.
Published: (2025)

Frontiers of Generative AI for Network Optimization: Theories, Limits, and Visions
by: Yang, Bo, et al.
Published: (2025)

Toward E2E Intelligence in 6G Networks: An AI Agent-Based RAN-CN Converged Intelligence Framework
by: Han, Youbin, et al.
Published: (2026)

SIMCODE: A Benchmark for Natural Language to ns-3 Network Simulation Code Generation
by: Ahmed, Tasnim, et al.
Published: (2025)

Topology Bench: Systematic Graph Based Benchmarking for Core Optical Networks
by: Matzner, Robin, et al.
Published: (2024)