A zero-shot multi-agent framework routes queries through semantic decomposition and generates Python code for precise building analytics, tested on data from over 200 commercial buildings.
Preprint (2024)
2 Pith papers cite this work. Polarity classification is still indexing.
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A literature survey finds foundation-model agents in industry are 75% at prototype stages with gains in human interaction and uncertainty handling but deficits in negotiation, plus limitations like hallucinations and latency.
citing papers explorer
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A Zero-Shot Multi-Agent Framework for Human-Building Interaction via Programmatic Reasoning
A zero-shot multi-agent framework routes queries through semantic decomposition and generates Python code for precise building analytics, tested on data from over 200 commercial buildings.
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Foundation-Model-Based Agents in Industrial Automation: Purposes, Capabilities, and Open Challenges
A literature survey finds foundation-model agents in industry are 75% at prototype stages with gains in human interaction and uncertainty handling but deficits in negotiation, plus limitations like hallucinations and latency.