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Machine Learning based decoding in Quantum Error Correction

Quantum Error Correc­tion (QEC) genera­tes massive amounts of ““syndrome”” data to identify qubits that have flipped. Machine Learning decoders, like Neural Networks, are trained to recognize these patterns instantly, mapping noisy signals to the correct physi­cal errors faster and more accura­tely than tradi­tio­nal algorithms.

Topics in the Subfield Quantum error correction:

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Surface codes

Surface codes are currently the leading archi­tec­ture for practi­cal quantum error correc­tion and are widely regarded as one of the most promi­sing approa­ches due to their…

Color codes

Color codes are topolo­gi­cal quantum error correc­tion codes that encode logical qubits within a two dimen­sio­nal lattice whose faces can be colored using three distinct colors. This struc­ture enables…

Quantum LDPC Codes

Quantum Low Density Parity Check (qLDPC) codes are a class of quantum error correc­tion codes designed to protect quantum infor­ma­tion from noise using sparsely connec­ted parity constraints. Analog­ous to their…

Cat Qubits

Cat qubits are quantum bits encoded in Schrö­din­ger cat states, that is, in super­po­si­ti­ons of two coher­ent states of a harmo­nic oscil­la­tor, typically micro­wave photons stored within a…

Self Correc­ting Quantum Codes

Self-correc­ting quantum codes passi­vely protect data via…

Perfect matching

Perfect matching decoding is an error correc­tion approach that is widely used in topolo­gi­cal quantum error correc­tion codes such as the Surface Code. The central idea is that…

Cluste­ring

In quantum error correc­tion, classi­cal decoders inter­pret error signa­tures (syndro­mes) to fix qubits. Cluste­ring is an…

Magic Gate iIjection

Fault tolerant quantum compu­ters rely on quantum error correc­tion codes. However, these codes typically support only a limited…

Code switching

Code switching refers to the process of dynami­cally changing the error correc­tion code used to protect quantum infor­ma­tion, often in order to…

Lattice Surgery

Lattice surgery is a method for imple­men­ting logical gate opera­ti­ons between qubits encoded in topolo­gi­cal quantum error correc­tion codes, particularly…

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