41 citations · 174 across the 34 of their papers we have counts for
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cs.LG2017
Preserving Intermediate Objectives: One Simple Trick to Improve Learning for Hierarchical Models
Abhilasha Ravichander, Shruti Rijhwani, Rajat Kulshreshtha +3
Hierarchical models are utilized in a wide variety of problems which are characterized by task hierarchies, where predictions on smaller subtasks are useful for trying to predict a…
cs.CL2017
Does the Geometry of Word Embeddings Help Document Classification? A Case Study on Persistent Homology Based Representations
Paul Michel, Abhilasha Ravichander, Shruti Rijhwani
We investigate the pertinence of methods from algebraic topology for text data analysis. These methods enable the development of mathematically-principled isometric-invariant mappi…