Search Results for author: Ashima Garg

Found 2 papers, 2 papers with code

Learning Hierarchy Aware Features for Reducing Mistake Severity

1 code implementation26 Jul 2022 Ashima Garg, Depanshu Sani, Saket Anand

In this paper, we propose a novel approach for learning Hierarchy Aware Features (HAF) that leverages classifiers at each level of the hierarchy that are constrained to generate predictions consistent with the label hierarchy.

HIERMATCH: Leveraging Label Hierarchies for Improving Semi-Supervised Learning

1 code implementation30 Oct 2021 Ashima Garg, Shaurya Bagga, Yashvardhan Singh, Saket Anand

Additionally, HIERMATCH is a generic-approach to improve any semisupervised learning framework, we demonstrate this using our results on recent state-of-the-art techniques MixMatch and FixMatch.

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