13 citations · 31 across the 3 of their papers we have counts for
3 papers · 1 filter
Scaling Up Exact Neural Network Compression by ReLU Stability
Thiago Serra, Xin Yu, Abhinav Kumar +1
We can compress a rectifier network while exactly preserving its underlying functionality with respect to a given input domain if some of its neurons are stable. However, current a…
Lossless Compression of Deep Neural Networks
Thiago Serra, Abhinav Kumar, Srikumar Ramalingam
Deep neural networks have been successful in many predictive modeling tasks, such as image and language recognition, where large neural networks are often used to obtain good accur…
Equivalent and Approximate Transformations of Deep Neural Networks
Abhinav Kumar, Thiago Serra, Srikumar Ramalingam
Two networks are equivalent if they produce the same output for any given input. In this paper, we study the possibility of transforming a deep neural network to another network wi…