Search Results for author: Bane Vasic

Found 2 papers, 0 papers with code

Generalization Bounds for Neural Belief Propagation Decoders

no code implementations17 May 2023 Sudarshan Adiga, Xin Xiao, Ravi Tandon, Bane Vasic, Tamal Bose

We present new theoretical results which bound this gap and show the dependence on the decoder complexity, in terms of code parameters (blocklength, message length, variable/check node degrees), decoding iterations, and the training dataset size.

Decoder Generalization Bounds

FAID Diversity via Neural Networks

no code implementations10 May 2021 Xin Xiao, Nithin Raveendran, Bane Vasic, Shu Lin, Ravi Tandon

Decoder diversity is a powerful error correction framework in which a collection of decoders collaboratively correct a set of error patterns otherwise uncorrectable by any individual decoder.

Decoder

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