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cs.LG2020
Kernelized Classification in Deep Networks
Sadeep Jayasumana, Srikumar Ramalingam, Sanjiv Kumar
We propose a kernelized classification layer for deep networks. Although conventional deep networks introduce an abundance of nonlinearity for representation (feature) learning, th…
cs.LG2020
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…