326 citations · 1.2k across the 20 of their papers we have counts for
4 papers · 1 filter
Dynamic Neural Turing Machine with Soft and Hard Addressing Schemes
Caglar Gulcehre, Sarath Chandar, Kyunghyun Cho +1
We extend neural Turing machine (NTM) model into a dynamic neural Turing machine (D-NTM) by introducing a trainable memory addressing scheme. This addressing scheme maintains for e…
A Correlational Encoder Decoder Architecture for Pivot Based Sequence Generation
Amrita Saha, Mitesh M. Khapra, Sarath Chandar +2
Interlingua based Machine Translation (MT) aims to encode multiple languages into a common linguistic representation and then decode sentences in multiple target languages from thi…
Hierarchical Memory Networks
Sarath Chandar, Sungjin Ahn, Hugo Larochelle +3
Memory networks are neural networks with an explicit memory component that can be both read and written to by the network. The memory is often addressed in a soft way using a softm…
Generating Factoid Questions With Recurrent Neural Networks: The 30M Factoid Question-Answer Corpus
Iulian Vlad Serban, Alberto García-Durán, Caglar Gulcehre +4
Over the past decade, large-scale supervised learning corpora have enabled machine learning researchers to make substantial advances. However, to this date, there are no large-scal…