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doctoral thesis

Symmetry in design and decoding of polar-like codes

Ivanov, Kirill  
2022

The beginning of 21st century provided us with many answers about how to reach the channel capacity. Polarization and spatial coupling are two techniques for achieving the capacity of binary memoryless symmetric channels under low-complexity decoding algorithms. Recent results prove that another way to achieve capacity is via symmetry, which is the case of the Reed-Muller and extended Bose-Chaudhuri-Hocquenghem (BCH) codes. However, this proof holds only for erasure channel and maximum a posteriori decoding, which is computationally intractable for the general channels.

In the first part of this thesis, we talk about the performance improvements that an automorphism group of the code brings on board. We propose two decoding algorithms for the Reed-Muller codes, which are invariant under a large group of permutations and are expected to benefit the most. The former is based on plugging the codeword permutations in successive cancellation decoding, and the latter utilizes the code representation as the evaluations of Boolean monomials. However, despite the performance improvements, it is clear that the decoding complexity grows quickly and becomes impractical for moderate-length codes. In the second part of this thesis, we provide an explanation for this observation. We use the Boolean polynomial representation of the code in order to show that polar-like decoding of sufficiently symmetric codes asymptotically needs an exponential complexity. The automorphism groups of the Reed-Muller and eBCH codes limit the efficiency of their polar-like decoding for long codes, hence we either should focus on short lengths or find another way. We demonstrate that asymptotically same restrictions (although with a slower convergence) hold for more relaxed condition that we call partial symmetry. The developed framework also enables us to prove that the automorphism group of polar codes cannot include a large affine subgroup.

In the last part of this thesis, we address a completely different problem. A device-independent quantum key distribution (DIQKD) aims to provide private communication between parties and has the security guarantees that come mostly from quantum physics, without making potentially unrealistic assumptions about the nature of the communication devices. After the quantum part of the DIQKD protocol, the parties share a secret key that is not perfectly correlated. In order to synchronize, some information needs to be revealed publicly, which makes this formulation equivalent to the asymmetric Slepian-Wolf problem that can be solved using binary linear error-correction codes. As any amount of the revealed information reduces the key secrecy, the utilized code should operate close to the finite-length limits. The channel in consideration is non-standard and, due to its experimental nature, it can actually slightly differ from the considered models. In order to solve this problem, we designed a simple scheme using universal SC-LDPC codes and used in the first successful experimental demonstration of DIQKD protocol.

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Type
doctoral thesis
DOI
10.5075/epfl-thesis-8989
Author(s)
Ivanov, Kirill  
Advisors
Urbanke, Rüdiger  
Jury

Prof. Michael Christoph Gastpar (président) ; Prof. Rüdiger Urbanke (directeur de thèse) ; Prof. Emmanuel Abbé, Dr. Jean-Pierre Tillich, Prof. Ilya Dumer (rapporteurs)

Date Issued

2022

Publisher

EPFL

Publisher place

Lausanne

Public defense year

2022-03-04

Thesis number

8989

Total of pages

115

Subjects

polar codes

•

Reed-Muller codes

•

eBCH codes

•

capacity-achieving codes

•

maximum likelihood decoding

•

list decoding

•

permutation decoding

•

automorphism groups

•

device-independent quantum key distribution

EPFL units
LTHC  
Faculty
IC  
School
IINFCOM  
Doctoral School
EDIC  
Available on Infoscience
February 21, 2022
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/185606
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