{"ok":true,"article":{"slug":"from-benchmark-performance-to-tool-deployment-human-in-the-loop-anomaly-detectio-889d1a8e","title":"From Benchmark Performance to Tool Deployment: Human-in-the-Loop Anomaly Detection","url":"https://arxiv.org/abs/2608.07770","canonical":"https://www.aimode.news/article/from-benchmark-performance-to-tool-deployment-human-in-the-loop-anomaly-detectio-889d1a8e","sourceName":"arXiv cs.LG","summary":"arXiv:2608.07770v1 Announce Type: new Abstract: Automated anomaly detection methods often report strong performance on curated academic benchmarks, but their behavior under real-world industrial conditions is less clear. In this work, we evaluate 19 unsupervised anomaly detection models on the BowTie dataset, a challe…","category":"AI","image":"https://static.arxiv.org/icons/twitter/arxiv-logo-twitter-square.png","lang":"en","publishedAt":"2026-08-11T04:00:00+00:00","createdAt":"2026-08-11T19:09:30.456448+00:00"}}