571 citations · 1.1k across the 10 of their papers we have counts for
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cs.IT2018
Learning from the Syndrome
Loren Lugosch, Warren J. Gross
In this paper, we introduce the syndrome loss, an alternative loss function for neural error-correcting decoders based on a relaxation of the syndrome. The syndrome loss penalizes…
cs.IT2017★ 571 cited
Deep Learning Methods for Improved Decoding of Linear Codes
Eliya Nachmani, Elad Marciano, Loren Lugosch +3
The problem of low complexity, close to optimal, channel decoding of linear codes with short to moderate block length is considered. It is shown that deep learning methods can be u…
cs.IT2017
Neural Offset Min-Sum Decoding
Loren Lugosch, Warren J. Gross
Recently, it was shown that if multiplicative weights are assigned to the edges of a Tanner graph used in belief propagation decoding, it is possible to use deep learning technique…