Arikan meets Shannon: polar codes with near-optimal convergence to channel capacity
Venkatesan Guruswami, Andrii Riazanov, Min Ye
摘要
Let W be a binary-input memoryless symmetric (BMS) channel with Shannon capacity I(W ) and fix any α > 0. We construct, for any sufficiently small δ > 0, binary linear codes of block length O(1/δ 2+α ) and rate I(W )δ that enable reliable communication on W with quasilinear time encoding and decoding. Shannon's noisy coding theorem established the existence of such codes (without efficient constructions or decoding) with block length O(1/δ 2 ). This quadratic dependence on the gap δ to capacity is known to be best possible. Our result thus yields a constructive version of Shannon's theorem with near-optimal convergence to capacity as a function of the block length. This resolves a central theoretical challenge associated with the attainment of Shannon capacity. Previously such a result was only known for the erasure channel.
Our codes are a variant of Arıkan's polar codes based on multiple carefully constructed local kernels, one for each intermediate channel that arises in the decoding. A crucial ingredient in the analysis is a strong converse of the noisy coding theorem when communicating using random linear codes on arbitrary BMS channels. Our converse theorem shows extreme unpredictability of even a single message bit for random coding at rates slightly above capacity.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper1
问问它们各自怎么用它相关 Paper
- List-Decoding Capacity Implies Capacity on the q-ary Symmetric ChannelFrancisco Pernice, Oscar Sprumont, Mary WoottersSTOC 2025
- A proof that Reed-Muller codes achieve Shannon capacity on symmetric channelsEmmanuel Abbe, Colin SandonFOCS 2023 · 被引用 38 次
- On Pseudolinear Codes for Correcting Adversarial ErrorsEric Ruzomberka, Homa Nikbakht, Christopher G. Brinton, H. Vincent PoorFOCS 2023 · 被引用 2 次
- The Rate of Interactive Codes Is Bounded Away from 1Klim Efremenko, Gillat Kol, Dmitry Paramonov, Raghuvansh R. SaxenaSTOC 2023
- Error Correcting Codes that Achieve BSC Capacity Against Channels that are Poly-Size CircuitsRonen Shaltiel, Jad SilbakFOCS 2022 · 被引用 7 次
