NetAgentBench is an FSM-based benchmark showing that state-of-the-art LLM agents solve basic network configs but suffer exploration meltdowns and coherence collapse on expert-level tasks.
Milner,Communication and Concurrency
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Invariance equation methods solve bounded output discrepancy and m-relation requirements for approximate hierarchical control of nonlinear systems, with solvability conditions and a DC-DC converter example.
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NetAgentBench: A State-Centric Benchmark for Evaluating Agentic Network Configuration
NetAgentBench is an FSM-based benchmark showing that state-of-the-art LLM agents solve basic network configs but suffer exploration meltdowns and coherence collapse on expert-level tasks.
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Approximate Simulation-based Hierarchical Control of Nonlinear Systems
Invariance equation methods solve bounded output discrepancy and m-relation requirements for approximate hierarchical control of nonlinear systems, with solvability conditions and a DC-DC converter example.