FactoryNet: A Large-Scale Dataset toward Industrial Time-Series Foundation Models 事件

FactoryNet: A Large-Scale Dataset toward Industrial Time-Series Foundation Models arXiv:2605.09081v3 Announce Type: replace-cross Abstract: We introduce the first universal pretraining corpus for industrial time-series data: FactoryNet. 51M datapoints across 23k end-to-end task executions (13.3k real, 9.8k synthetic) on six embodiments, unified by a shared schema that enables robust zero-shot cross-embodiment transfer and highly parameter-efficient anomaly detection. We introduce a novel schema