59 citations · 100 across the 12 of their papers we have counts for
4 papers · 1 filter
Efficient Robust Optimal Transport with Application to Multi-Label Classification
Pratik Jawanpuria, N T V Satyadev, Bamdev Mishra
Optimal transport (OT) is a powerful geometric tool for comparing two distributions and has been employed in various machine learning applications. In this work, we propose a novel…
Learning Geometric Word Meta-Embeddings
Pratik Jawanpuria, N T V Satya Dev, Anoop Kunchukuttan +1
We propose a geometric framework for learning meta-embeddings of words from different embedding sources. Our framework transforms the embeddings into a common latent space, where,…
Geometry-aware Domain Adaptation for Unsupervised Alignment of Word Embeddings
Pratik Jawanpuria, Mayank Meghwanshi, Bamdev Mishra
We propose a novel manifold based geometric approach for learning unsupervised alignment of word embeddings between the source and the target languages. Our approach formulates the…
A Simple Approach to Learning Unsupervised Multilingual Embeddings
Pratik Jawanpuria, Mayank Meghwanshi, Bamdev Mishra
Recent progress on unsupervised learning of cross-lingual embeddings in bilingual setting has given impetus to learning a shared embedding space for several languages without any s…