73 citations · 73 across the 2 of their papers we have counts for
4 papers · 1 filter
Interpretable Factorization for Neural Network ECG Models
Christopher Snyder, Sriram Vishwanath
The ability of deep learning (DL) to improve the practice of medicine and its clinical outcomes faces a looming obstacle: model interpretation. Without description of how outputs a…
Deep Networks as Logical Circuits: Generalization and Interpretation
Christopher Snyder, Sriram Vishwanath
Not only are Deep Neural Networks (DNNs) black box models, but also we frequently conceptualize them as such. We lack good interpretations of the mechanisms linking inputs to outpu…
Sample Compression, Support Vectors, and Generalization in Deep Learning
Christopher Snyder, Sriram Vishwanath
Even though Deep Neural Networks (DNNs) are widely celebrated for their practical performance, they possess many intriguing properties related to depth that are difficult to explai…
CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training
Murat Kocaoglu, Christopher Snyder, Alexandros G. Dimakis +1
We propose an adversarial training procedure for learning a causal implicit generative model for a given causal graph. We show that adversarial training can be used to learn a gene…