4 papers
An Economic Analysis of DNA-based Data Storage Systems
Alex El-Shaikh, Bernhard Seeger, Thomas Heinis
Deoxyribonucleic acid (DNA) remains stable for millennia without degradation, can store information at densities orders of magnitude higher than current technologies, and is enviro…
Designing Quantum Error Correcting Codes to fit decoders via Reinforcement Learning
Omer S. Sella, Robert Pinsler, Thomas Heinis
We present a reinforcement learning (RL) approach to the co-design of stabilizer sets of Quantum Error Correcting Codes (QECCs) and decoders. We show how to produce a generative mo…
SynDe: Syndrome-guided Decoding of Raw Nanopore Reads
Anisha Banerjee, Roman Sokolovskii, Thomas Heinis +3
Nanopore sequencing technology remains highly error-prone, making efficient error correction essential in DNA-based data storage. Prior work addressed high error rates using convol…
A mapping of the Min-Sum decoder to reduction operations, and its implementation using CUDA kernels
Omer Shimon Sella, Thomas Heinis
Decoders for Low Density Parity Check (LDPC) codes are usually tailored to an application and optimized once the specific content and structure of the parity matrix are known. In t…