323 citations · 422 across the 15 of their papers we have counts for
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cs.DB2022★ 5 cited
Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning
Grace Fan, Jin Wang, Yuliang Li +2
Dataset discovery from data lakes is essential in many real application scenarios. In this paper, we propose Starmie, an end-to-end framework for dataset discovery from data lakes…
cs.DB2022★ 1 cited
Sudowoodo: Contrastive Self-supervised Learning for Multi-purpose Data Integration and Preparation
Runhui Wang, Yuliang Li, Jin Wang
Machine learning (ML) is playing an increasingly important role in data management tasks, particularly in Data Integration and Preparation (DI&P). The success of ML-based approache…
cs.DB2022★ 1 cited
Machop: an End-to-End Generalized Entity Matching Framework
Jin Wang, Yuliang Li, Wataru Hirota +1
Real-world applications frequently seek to solve a general form of the Entity Matching (EM) problem to find associated entities. Such scenarios include matching jobs to candidates…