A bitwise over-parameterized neural decoder for polar codes is introduced with explicit theoretical bounds on bit and block error rates derived via convergence analysis, local generalization, and Gaussian approximation under AWGN.
Channel coding for 6G extreme connectivity requirements, capabilities and fundamental tradeoffs,
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Bitwise Over-Parameterized Neural Polar Decoding: A Theoretical Performance Analysis
A bitwise over-parameterized neural decoder for polar codes is introduced with explicit theoretical bounds on bit and block error rates derived via convergence analysis, local generalization, and Gaussian approximation under AWGN.