Search Results for author: Mitchell Nahmias

Found 2 papers, 2 papers with code

Confounding Tradeoffs for Neural Network Quantization

1 code implementation12 Feb 2021 Sahaj Garg, Anirudh Jain, Joe Lou, Mitchell Nahmias

Many neural network quantization techniques have been developed to decrease the computational and memory footprint of deep learning.

Quantization

Dynamic Precision Analog Computing for Neural Networks

1 code implementation12 Feb 2021 Sahaj Garg, Joe Lou, Anirudh Jain, Mitchell Nahmias

We propose extending analog computing architectures to support varying levels of precision by repeating operations and averaging the result, decreasing the impact of noise.

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