77 citations · 400 across the 41 of their papers we have counts for
3 papers · 1 filter
Addressing word-order Divergence in Multilingual Neural Machine Translation for extremely Low Resource Languages
Rudra Murthy, Anoop Kunchukuttan, Pushpak Bhattacharyya
Transfer learning approaches for Neural Machine Translation (NMT) train a NMT model on the assisting-target language pair (parent model) which is later fine-tuned for the source-ta…
McTorch, a manifold optimization library for deep learning
Mayank Meghwanshi, Pratik Jawanpuria, Anoop Kunchukuttan +2
In this paper, we introduce McTorch, a manifold optimization library for deep learning that extends PyTorch. It aims to lower the barrier for users wishing to use manifold constrai…
Learning Multilingual Word Embeddings in Latent Metric Space: A Geometric Approach
Pratik Jawanpuria, Arjun Balgovind, Anoop Kunchukuttan +1
We propose a novel geometric approach for learning bilingual mappings given monolingual embeddings and a bilingual dictionary. Our approach decouples learning the transformation fr…