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cs.LG2022
The Conceptual VAE
Razin A. Shaikh, Sara Sabrina Zemljic, Sean Tull +1
In this report we present a new model of concepts, based on the framework of variational autoencoders, which is designed to have attractive properties such as factored conceptual d…
cs.LG2022
A Domain-Theoretic Framework for Robustness Analysis of Neural Networks
Can Zhou, Razin A. Shaikh, Yiran Li +1
A domain-theoretic framework is presented for validated robustness analysis of neural networks. First, global robustness of a general class of networks is analyzed. Then, using the…