公开(公告)号：US20240152771A1

公开(公告)日：2024-05-09

申请号：US17979843

申请日：2022-11-03

Applicant: Adobe Inc.

Inventor： Can Qin ,  Sungchul Kim ,  Tong Yu ,  Ryan A. Rossi ,  Handong Zhao

IPC: G06N5/02

CPC classification number: G06N5/02

Abstract: Tabular data machine-learning model techniques and systems are described. In one example, common-sense knowledge is infused into training data through use of a knowledge graph to provide external knowledge to supplement a tabular data corpus. In another example, a dual-path architecture is employed to configure an adapter module. In an implementation, the adapter module is added as part of a pre-trained machine-learning model for general purpose tabular models. Specifically, dual-path adapters are trained using the knowledge graphs and semantically augmented trained data. A path-wise attention layer is applied to fuse a cross-modality representation of the two paths for a final result.