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09/12/2022
FP8 Formats for Deep Learning
FP8 is a natural progression for accelerating deep learning training inf...
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11/10/2021
An Underexplored Dilemma between Confidence and Calibration in Quantized Neural Networks
Modern convolutional neural networks (CNNs) are known to be overconfiden...
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05/13/2021
Stochastic-Shield: A Probabilistic Approach Towards Training-Free Adversarial Defense in Quantized CNNs
Quantized neural networks (NN) are the common standard to efficiently de...
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10/12/2018
Quantization for Rapid Deployment of Deep Neural Networks
This paper aims at rapid deployment of the state-of-the-art deep neural ...
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10/12/2018