英伟达kumo relational在关系数据上击败监督学习，无需训练
英伟达发布kumo relational，一种预训练模型，无需特定任务训练或特征工程即可在关系数据上超越监督机器学习。它影响企业ml团队和数据库用户。
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.