A Foundation Model for Error Correction Codes

A Foundation Model for Error Correction Codes - OpenReview

We propose for the first time a SOTA foundation Neural error correction decoder capable to decode arbitrary code at any length.

Goal: allow reliable data transmission over a noisy communication channel. • A desired binary message m is encoded to a redundant codeword x = Gm over GF(2) ...

A FOUNDATION MODEL FOR ERROR CORRECTION CODES

Choukroun & Wolf (2022a) introduced the Error Correction Code. Transformer (ECCT), obtaining SOTA performance. The model embeds the signal elements into a high- ...

A FOUNDATION MODEL FOR ERROR CORRECTION CODES

In this work, we propose the first foundation model for Error Correction Codes. This model is trained on multiple codes and can then be applied to an unseen ...

ICLR Poster A Foundation Model for Error Correction Codes

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[2403.04163] Error Correction in Dynamical Codes - arXiv

Abstract:We ask what is the general framework for a quantum error correcting code that is defined by a sequence of measurements.

Foundations of Coding: Theory and Applications of Error-Correcting ...

Although devoted to constructions of good codes for error control, secrecy or data compression, the emphasis is on the first direction.

Error Correction Code - an overview | ScienceDirect Topics

Error Correction Code refers to a coding technique used in computers to identify and fix errors in data transmission. Unlike error-detecting codes, ...

[2209.13533] Denoising Diffusion Error Correction Codes - arXiv

Abstract:Error correction code (ECC) is an integral part of the physical communication layer, ensuring reliable data transfer over noisy ...

Learning Linear Block Error Correction Codes - GitHub

Error correction codes are a crucial part of the physical communication layer, ensuring the reliable transfer of data over noisy channels. The design of optimal ...

Error correction code - Wikipedia

The redundancy allows the receiver not only to detect errors that may occur anywhere in the message, but often to correct a limited number of errors. Therefore ...

CIF: Small: MoDL: Interpreting Deep-Learned Error-Correcting Codes

The theory and development of error-correcting codes for channel coding is a field with a long and distinguished history. Enormous progress has been made ...

Error Correcting Output Codes(ECOC) - GeeksforGeeks

Error Correcting Output Codes (ECOC) is a powerful technique used in machine learning to enhance the accuracy of classification algorithms.

Binary Error Correcting Codes with Minimal Noiseless Feedback

Rachel Zhang (Massachusetts Institute of Technology) ...

Quantum error-correction using humming sparrow optimization ...

The error correction model's main purpose in heavy hexagonal quantum codes is to improve their reliability for quantum computing ...

Recognition of error correcting codes based on CNN with block ...

However, in non-cooperative situation, the type of error correction codes is unknown information. This brings a challenge to researchers to classify error ...

Discovering Quantum Error Correcting Codes with Reinforcement ...

Jan Olle - Discovering Quantum Error Correcting Codes with Reinforcement Learning ... Fannie and John Hertz Foundation•32K views · 40:36. Go to ...

Optimizing Quantum Error Correction Codes with Reinforcement ...

However, determining the most suited encoding for unknown error channels or specific laboratory setups is highly challenging. Here, we present a ...

foundations - of coding - WordPress.com

(1) error-correcting codes,. (2) secrecy codes, and. (3) codes used in data compression. The stress is on the first direction: we introduce a number of ...

Collaborative Research: Error Correction with Natural Redundancy

They include error-correction schemes for different types of errors in data, including binary and analog errors, burst errors and erasures, etc.