4 papers
VT-Former: Efffcient Transformer-based Decoder for Varshamov-Tenengolts Codes
Yali Wei, Alan J. X. Guo, Zihui Yan +2
In recent years, widespread attention has been drawn to the challenge of correcting insertion, deletion, and substitution (IDS) errors in DNA-based data storage. Among various IDS-…
DoDo-Code: an Efficient Levenshtein Distance Embedding-based Code for 4-ary IDS Channel
Alan J. X. Guo, Sihan Sun, Xiang Wei +2
With the emergence of new storage and communication methods, the insertion, deletion, and substitution (IDS) channel has attracted considerable attention. However, many topics on t…
Disturbance-based Discretization, Differentiable IDS Channel, and an IDS-Correcting Code for DNA-based Storage
Alan J. X. Guo, Mengyi Wei, Yufan Dai +2
With recent advancements in next-generation data storage, especially in biological molecule-based storage, insertion, deletion, and substitution (IDS) error-correcting codes have g…
Dual Teacher-Student Learning for Semi-supervised Medical Image Segmentation
Pengchen Zhang, Alan J. X. Guo, Sipin Luo +2
Semi-supervised learning reduces the costly manual annotation burden in medical image segmentation. A popular approach is the mean teacher (MT) strategy, which applies consistency…