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  - **Metric**: pooled Mahalanobis distance AUC-ROC = **0.947 ± 0.006** (mean ± std over 3 seeds)
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  - **Deployment**: no machine ID required at inference (pooled scoring)
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  - **Code**: [github.com/jvachier/industrial-audio-anomaly-detection](https://github.com/jvachier/industrial-audio-anomaly-detection)
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- - **Demo**: Gradio Space — link added once published
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  - **Metric**: pooled Mahalanobis distance AUC-ROC = **0.947 ± 0.006** (mean ± std over 3 seeds)
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  - **Deployment**: no machine ID required at inference (pooled scoring)
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  - **Code**: [github.com/jvachier/industrial-audio-anomaly-detection](https://github.com/jvachier/industrial-audio-anomaly-detection)
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+ - **Demo**: Gradio App
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