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cs.NI2026
MAESTRO: Multi-Agent Evaluation Suite for Testing, Reliability, and Observability
Tie Ma, Yixi Chen, Vaastav Anand +8
We present MAESTRO, an evaluation suite for the testing, reliability, and observability of LLM-based MAS. MAESTRO standardizes MAS configuration and execution through a unified int…
cs.NI2025
A Network Arena for Benchmarking AI Agents on Network Troubleshooting
Zhihao Wang, Alessandro Cornacchia, Alessio Sacco +3
Agentic systems, powered by Large Language Models (LLMs), assist network engineers with network configuration synthesis and network troubleshooting tasks. For network troubleshooti…
cs.NI2025
OffRAC: Offloading Through Remote Accelerator Calls
Ziyi Yang, Krishnan B. Iyer, Yixi Chen +4
Modern applications increasingly demand ultra-low latency for data processing, often facilitated by host-controlled accelerators like GPUs and FPGAs. However, significant delays re…