InsightBuild uses Granger causality and structural pruning to rank sensor causes, then a fine-tuned LLaMA 2 model turns the ranked causes into text explanations that outperform baseline systems on annotated building energy anomalies.
Caiformer: A causal informed transformer for multivariate time series forecasting.arXiv preprint arXiv:2505.16308,
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InsightBuild: LLM-Powered Causal Reasoning in Smart Building Systems
InsightBuild uses Granger causality and structural pruning to rank sensor causes, then a fine-tuned LLaMA 2 model turns the ranked causes into text explanations that outperform baseline systems on annotated building energy anomalies.