Task-Feature Collaborative Learning with Application to Personalized Attribute Prediction

29 Apr 2020Zhiyong YangQianqian XuXiaochun CaoQingming Huang

As an effective learning paradigm against insufficient training samples, Multi-Task Learning (MTL) encourages knowledge sharing across multiple related tasks so as to improve the overall performance. In MTL, a major challenge springs from the phenomenon that sharing the knowledge with dissimilar and hard tasks, known as negative transfer, often results in a worsened performance... (read more)

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