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Sparse coding [PDF]

open access: yesScholarpedia, 2008
The(frequently updated) original version is avalable at http://www.scholarpedia.org/article/Sparse_codingMammalian brains consist of billions of neurons, each capable of independent electrical activity.
Endres, D M   +3 more
core   +6 more sources

Degeneracy and Its Impact on the Decoding of Sparse Quantum Codes

open access: yesIEEE Access, 2021
The well-documented capacity-approaching performance of sparse codes in the realm of classical communications has inspired the search for their quantum counterparts.
Patricio Fuentes   +3 more
doaj   +3 more sources

Generalized sparse codes for non-Gaussian channels: Code design, algorithms, and applications

open access: yesFundamental Research, 2022
In this paper, generalized sparse (GS) codes are proposed to support reliable and efficient transmission over non-Gaussian channels. Specifically, by expanding the single-parity check (SPC) code constraints with powerful algebraic codes, GS codes ...
Zhao Chen   +3 more
doaj   +3 more sources

Finite-rate sparse quantum codes aplenty [PDF]

open access: yesQuantum, 2023
We introduce a methodology for generating random multi-qubit stabilizer codes based on solving a constraint satisfaction problem (CSP) on random bipartite graphs.
Maxime Tremblay   +2 more
doaj   +1 more source

Quantum sparse coding

open access: yesQuantum Machine Intelligence, 2022
Abstract The ultimate goal of any sparse coding method is to accurately recover from a few noisy linear measurements, an unknown sparse vector. Unfortunately, this estimation problem is NP-hard in general, and it is therefore always approached with an approximation method, such as lasso or orthogonal matching pursuit, thus trading off accuracy ...
Yaniv Romano   +7 more
openaire   +3 more sources

Sparse Code With Minimum Hamming Distance of Three for Spin-Torque Transfer Magnetic Random Access Memory

open access: yesIEEE Access, 2023
Spin-torque-transfer magnetic random access memory (STT-MRAM) has recently emerged as a promising technology to replace dynamic random access memory (DRAM).
Thien An Nguyen, Jaejin Lee
doaj   +1 more source

On the Design of 7/9-Rate Sparse Code for Spin-Torque Transfer Magnetic Random Access Memory

open access: yesIEEE Access, 2021
A design of 7/9-rate sparse code for spin-torque transfer magnetic random access memory (STT-MRAM) is proposed in this work. The STT-MRAM using spin-polarized current through magnetic tunnel junction (MTJ) to write data is one of the most promising ...
Chi Dinh Nguyen
doaj   +1 more source

On the Logical Error Rate of Sparse Quantum Codes

open access: yesIEEE Transactions on Quantum Engineering, 2022
The quantum paradigm presents a phenomenon known as degeneracy that can potentially improve the performance of quantum error correcting codes. However, the effects of this mechanism are sometimes ignored when evaluating the performance of sparse quantum ...
Patricio Fuentes   +3 more
doaj   +1 more source

Neural network detector with sparse codes for spin transfer torque magnetic random access memory

open access: yesCogent Engineering, 2023
This paper presents leveraging the neural network detector to improve the performance of a spin transfer torque magnetic random-access memory (STT-MRAM), where the sparse coding scheme is also applied to protect the user data for the asymmetric write ...
Chi Dinh Nguyen
doaj   +1 more source

Improving Bit-Error-Rate Performance Using Modulation Coding Techniques for Spin-Torque Transfer Magnetic Random Access Memory

open access: yesIEEE Access, 2023
In non-volatile random-access memory (RAM) technologies, the spin-torque transfer magnetic random-access memory (STT-MRAM) is a promising candidate. STT-MRAM has attracted attention owing to its advantages, such as a high density, high endurance, and ...
Thien An Nguyen, Jaejin Lee
doaj   +1 more source

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