英偉達kumo relational在關係數據上擊敗監督學習，無需訓練
英偉達發布kumo relational，一種預訓練模型，無需特定任務訓練或特徵工程即可在關係數據上超越監督機器學習。它影響企業ml團隊和數據庫用戶。
nvidia released kumo relational, a pre-trained relational foundation model that operates directly on enterprise databases, making predictions in a single forward pass without task-specific training or feature engineering. it outperformed supervised relational deep learning models and expert-engineered gradient-boosted tree pipelines across 41 tasks on 15 databases, and surpassed autogluon ensembles by 8% in mean reciprocal rank (mrr) on the sap salt enterprise benchmark. kumo relational affects enterprise ml teams and database users by simplifying predictive modeling and enabling agents to anticipate and act on outcomes. it also signals a shift towards structured data foundation models.