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Richad Hartley

1 accepted papers

2021

Mirror Descent View for Neural Network Quantization

AISTATS 2021poster

Quantizing large Neural Networks (NN) while maintaining the performance is highly desirable for resource-limited devices due to reduced memory and time complexity. It is usually formulated as a constrained optimization problem and optimized via a modified version of gradient descent. In this work, b…