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SCOPUS
CTC-Based Apnea Hypopnea Index Estimation using Single-Channel ECGGo to Link

Choi, Iksoo; Choi, Hanmil; Choi, Jungwook; Sung, Wonyong

ArticleIssue Date2026CitationProceedings - 21st IEEE Biomedical Circuits and Systems, BioCAS 2025, pp 36 - 40PublisherInstitute of Electrical and Electronics Engineers Inc.
SCOPUS
Layer-wise Pruning of Transformer Attention Heads for Efficient Language ModelingGo to Link

Shim, Kyuhong; Choi, Iksoo; Sung, Wonyong; Choi, Jung wook

ArticleIssue Date2021CitationProceedings - International SoC Design Conference 2021, ISOCC 2021, pp.357 - 358PublisherIEEE
SCOPUS
RA-LoRA: Rank-Adaptive Parameter-Efficient Fine-Tuning for Accurate 2-bit Quantized Large Language ModelsGo to Link

Kim, Minsoo; Lee, Sihwa; Sung, Wonyong; Choi, Jungwook

ArticleIssue Date2024CitationFINDINGS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: ACL 2024, pp 15773 - 15786PublisherASSOC COMPUTATIONAL LINGUISTICS-ACL
SCOPUS
Regularizing Activation Distribution for Ultra Low-bit Quantization-Aware Training of MobileNetsGo to Link

박성민; Sung, Wonyong; Choi, Jungwook

ArticleIssue Date2022CitationIEEE Workshop on Signal Processing Systems, SiPS: Design and Implementation, v.2022-November, pp 1 - 6PublisherInstitute of Electrical and Electronics Engineers Inc.
OTHER
Stochastic Precision Ensemble: Self-Knowledge Distillation for Quantized Deep Neural NetworksGo to Link

Boo, Yoonho; Shin, Sungho; Choi, Jung wook; Sung, Wonyong

ArticleIssue Date2021CitationProceedings of the AAAI Conference on Artificial Intelligence, v.35, no.8PublisherAssociation for the Advancement of Artificial Intelligence
SCIESCOPUS
Teacher Intervention: Improving Convergence of Quantization Aware Training for Ultra-Low Precision TransformersGo to Linkopen access

Kim, Minsoo; Shim, Kyuhong; Park, Seongmin; Sung, Wonyong; Choi, Jungwook

ArticleIssue Date2023Citation17TH CONFERENCE OF THE EUROPEAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, EACL 2023, pp 916 - 929PublisherASSOC COMPUTATIONAL LINGUISTICS-ACL
SCOPUS
TernGEMM: GEneral Matrix Multiply Library with Ternary Weights for Fast DNN InferenceGo to Link

Choi, Seokhyeon; Shim, Kyuhong; Choi, Jungwook; Sung, Wonyong; Shim, Byonghyo

ArticleIssue Date2021CitationIEEE Workshop on Signal Processing Systems, SiPS: Design and Implementation, v.2021, no.October, pp.111 - 116PublisherInstitute of Electrical and Electronics Engineers Inc.
SCOPUS
UNDERSTANDING THE ROLE OF SELF ATTENTION FOR EFFICIENT SPEECH RECOGNITIONGo to Link

Shim, Kyuhong; Choi, Jung wook; Sung, Wonyong

ArticleIssue Date2022CitationICLR 2022 - 10th International Conference on Learning Representations, pp.1 - 19PublisherInternational Conference on Learning Representations, ICLR
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