Training Complex Models with Multi-Task Weak Supervision

11450pwpadmin

Proposing a framework for integrating and modeling such weak supervision sources by viewing them as labeling different related sub-tasks of a problem, which we refer to as the multi-task weak supervision setting

Learning Dependency Structures for Weak Supervision Models

11450pwpadmin

This work focuses on a robust PCA-based algorithm for learning these dependency structures, establish improved theoretical recovery rates, and outperform existing methods on various real world tasks.