publications

Preprints

1. Logical Neural Belief Propagation for Linear-Complexity Decoding of Surface Codes

   Hee-Youl Kwak, Seong-Joon Park, Dae-Young Yun, Eliya Nachmani, and Jae-Won Kim

   submitted to Quantum

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2. Evolutionary BP+ OSD Decoding for Low-Latency Quantum Error Correction

   Hee-Youl Kwak, Seong-Joon Park, Hyunwoo Jung, Jeongseok Ha, and Jae-Won Kim

   submitted to IEEE Journal on Selected Areas in Communications

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3. Cross-Attention Message-Passing Transformers for Code-Agnostic Decoding in 6G Networks

   Seong-Joon Park, Hee-Youl Kwak, Sang-Hyo Kim, Yongjune Kim, and Jong-Seon No

   submitted to IEEE Transactions on Cognitive Communications and Networking

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4. Lowering the Error Floor of Error Correction Code Transformer

   Taewoo Park, Seong-Joon Park, Hee-Youl Kwak, Sang-Hyo Kim, and Yongjune Kim

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Publications

2026

1. Qubit-centric Transformer for Surface Code Decoding

   Seong-Joon Park, Hee-Youl Kwak, and Yongjune Kim

   Physical Review A , 2026
2. Spectral-Aligned Pruning for Universal Error-Correcting Code Transformers

   Sanghyeon Cho, Taewoo Park, Seong-Joon Park, Hee-Youl Kwak, Dae-Young Yun, Sang-Hyo Kim, and Yongjune Kim

   NeurIPS , 2026

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3. Efficient Message-Passing Transformer for Error Correcting Codes

   Seong-Joon Park, Taewoo Park, Hee-Youl Kwak, Sang-Hyo Kim, Yongjune Kim, and Jong-Seon No

   ICLR , 2026

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2025

1. CrossMPT: Cross-Attention Message-Passing Transformer for Error Correcting Code Decoder

   Seong-Joon Park, Hee-Youl Kwak, Sang-Hyo Kim, Yongjune Kim, and Jong-Seon No

   ICLR , 2025

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2. Multiple-Masks Error Correction Code Transformer for Short Block Codes

   Seong-Joon Park, Hee-Youl Kwak, Sunghwan Kim, Sang-Hyo Kim, Yongjune Kim, and Jong-Seon No

   Silver Prize at Samsung HumanTech 2024; Best Paper Award at JCCI 2024

   IEEE Journal on Selected Areas in Communications , 2025

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2023

1. Reducing Costs by Error Correction Using Soft Information of Variable-Length Reads in DNA-Based Data Storage

   Seong-Joon Park, Sunghwan Kim, Jaeho Jeong, Albert No, Jong-Seon No, and Hosung Park

   Excellence Award at the 15th ICT Thesis Contest Grand Prize

   Bioinformatics , 2023

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2. BIC Codes: Bit Insertion-Based Constrained Codes with Error Correction for DNA Storage

   Seong-Joon Park, Hosung Park, Hee-Youl Kwak, and Jong-Seon No

   IEEE Transactions on Emerging Topics in Computing , 2023
3. Generative Adversarial Networks for DNA Storage Channel Simulator

   Sanghoon Kang, Yunfei Gao, Jaeho Jeong, Seong-Joon Park, and others

   IEEE Access , 2023

2022

1. Iterative DNA Coding Scheme with GC Balance and Run-Length Constraints Using a Greedy Algorithm

   Seong-Joon Park, Yongwoo Lee, and Jong-Seon No

   Journal of Communications and Networks , 2022

2021

1. Cooperative Sequence Clustering and Decoding for DNA Storage System with Fountain Codes

   Jaeho Jeong, Seong-Joon Park, and others

   Bioinformatics , 2021