26 citations · 26 across the 1 of their papers we have counts for
3 papers
On the Convergent Properties of Word Embedding Methods
Yingtao Tian, Vivek Kulkarni, Bryan Perozzi +1
Do word embeddings converge to learn similar things over different initializations? How repeatable are experiments with word embeddings? Are all word embedding techniques equally r…
Theano: A Python framework for fast computation of mathematical expressions
The Theano Development Team, Rami Al-Rfou, Guillaume Alain +110
Theano is a Python library that allows to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. Since its introduction, it has bee…
To Drop or Not to Drop: Robustness, Consistency and Differential Privacy Properties of Dropout
Prateek Jain, Vivek Kulkarni, Abhradeep Thakurta +1
Training deep belief networks (DBNs) requires optimizing a non-convex function with an extremely large number of parameters. Naturally, existing gradient descent (GD) based methods…