Publications

Asterisks ("*") denote equal contribution. Please refer to my Google Scholar page for the full list.

Under Review
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From Muscles to Nerves: Co-adaptive Peripheral Neural Sensing for Reliable Human–Machine Interaction Round 1
Hunmin Lee, Ming Jiang, Xianyu Chen, Brian Lim, Anh Tuan Nguyen, Byeongchan Jeong, Zhi Yang, Qi Zhao
Nature Communications
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Bridging Biosignals and Semantics: Cross-Modal Contrastive Learning between EMG and Text Round 1
Hunmin Lee, Daehee Seo
IEEE Journal of Biomedical and Health Informatics
Journal Papers
2026
J.17
Upper and Lower-Limb Motor Decoding for Adaptive and Generalized Neural Rehabilitation Accepted
Hunmin Lee, Daehee Seo
IEEE Transactions on Neural Systems and Rehabilitation Engineering, (IF: 5.2) · May 2026
J.16
Few-Shot Prototype Adaptation for Generalizable Electromyography Gesture Recognition
Hunmin Lee, Brian Lim, Ming Jiang, Zhi Yang, Qi Zhao
Scientific Reports (IF: 3.9) · Mar. 2026
J.15
FedPML: Federated Prototype Meta-Learning for Adaptation and Generalization in Distributed Environments
Hunmin Lee, Kehua Wang, Daehee Seo
IEEE Internet of Things Journal, vol. 13, no. 6, pp. 11361–11372 (IF: 9.9) · Jan. 2026
J.14
Sequential glioblastoma segmentation via Topological Data Analysis and spatial adjacency
Jihun Bae, Hunmin Lee, Jinglu Hu
Biomedical Physics & Engineering Express (IF: 1.6) · Feb. 2026
J.13
drGT: Attention-Guided Gene Assessment of Drug Response Utilizing a Drug-Cell-Gene Heterogeneous Network Accepted
Yoshitaka Inoue, Hunmin Lee, Tianfan Fu, Augustin Luna
BMC Bioinformatics (IF: 3.3)
2025
J.12
Federated Prototype Adaptation Learning: Personalized and Generalizable Learning in Distributed IoT Networks
Hunmin Lee, Daehee Seo
IEEE Internet of Things Journal, vol. 13, no. 2, pp. 2408–2425 (IF: 9.9) · Nov. 2025
J.11
FedEMG: Achieving Generalization, Personalization, and Resource Efficiency in EMG-based Upper-Limb Rehabilitation through Federated Prototype Learning
Hunmin Lee, Ming Jiang, Zhi Yang, Qi Zhao
IEEE Transactions on Biomedical Engineering, vol. 73, no. 2, pp. 803–817 (IF: 4.5) · Jul. 2025
J.10
FedVaccine: Robust Federated Learning in Noisy and Non-IID Wireless Network Environments
Hunmin Lee, Hongju Seong, Jihun Bae, Wonbin Kim, Hyeokchan Kwon, Daehee Seo
IEEE Transactions on Network Science and Engineering, vol. 13, pp. 701–716 (IF: 7.9) · Jul. 2025
J.9
Using Machine Learning in HRD Research: Applications to Advance AI-Driven Organizational Analytics
Minjeong Seo, Hunmin Lee, Sehoon Kim
Human Resource Development International (IF: 3.9) · Jul. 2025
2024
J.8
Decoding Gestures in Electromyography: Spatiotemporal Graph Neural Networks for Generalizable and Interpretable Classification
Hunmin Lee, Ming Jiang, Jinhui Yang, Zhi Yang, Qi Zhao
IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 33, pp. 404–419 (IF: 5.2) · Dec. 2024
J.7
HeatGSNs: Enhancing Brain Tumor Segmentation and Classification with Eigenfilters and Learnable Low-Pass Graph Heat Kernels
Jihun Bae, Hunmin Lee, Jinglu Hu
Biomedical Physics & Engineering Express (IF: 1.6) · Dec. 2024
J.6
Unveiling EMG Semantics: A Prototype-Learning Approach to Generalizable Gesture Classification
Hunmin Lee, Ming Jiang, Jinhui Yang, Zhi Yang, Qi Zhao
Journal of Neural Engineering, vol. 21, no. 3, 036031 (IF: 3.8) · May 2024
J.5
Towards Utilization of Explainable Hand Motion Recognition in 3D Capacitive Proximity Sensing
Hunmin Lee, Jihun Bae, Hyeongok Lee
IEEE Sensors Journal, vol. 24, no. 12, pp. 20076–20091 (IF: 4.5) · Apr. 2024
J.4
CLSM-FL: Clustering-based Semantic Federated Learning in non-IID IoT Environment
Hunmin Lee, Daehee Seo
IEEE Internet of Things Journal, vol. 11, no. 18, pp. 29838–29851 (IF: 9.9) · Jul. 2024
2022 – 2023
J.3
FedLC: Optimizing Federated Learning in non-IID Data via Label-Wise Clustering
Hunmin Lee, Daehee Seo
IEEE Access, vol. 11, pp. 42082–42095 (IF: 3.6) · Apr. 2023
J.2
Epidemic Vulnerability Index for Effective Vaccine Distribution Against Pandemic
Hunmin Lee, Mingon Kang, Donghyun Kim, Daehee Seo, Yingshu Li
IEEE/ACM Transactions on Computational Biology and Bioinformatics (IF: 3.9) · Aug. 2022
J.1
A BPR-CNN Based Hand Motion Classifier Using Electric Field Sensors
Hunmin Lee, Inseop Na, Kamoliddin Bultakov, Youngchul Kim
Computers, Materials and Continua, vol. 71, no. 3 (IF: 1.7) · Jan. 2022
Conference Papers
C.5
FedTTA: Enabling Robust Federated Test-Time Adaptation in Adversarial Weather for Distributed Surveillance Oral Accepted
Hunmin Lee*, Tanya George*, Eungjoo Lee  (* equal contribution)
SPIE Defense and Security 2026
C.4
EMGCipher: Decoding Electromyography for Upper-limb Gesture Classification with Explainable AI Oral
Hunmin Lee, Ming Jiang, Qi Zhao
IEEE Engineering in Medicine and Biology Society (EMBC) 2024 · Jul. 2024
C.3
FedAssist: Federated Learning in AI-Powered Prosthetics for Sustainable and Collaborative Learning
Hunmin Lee, Ming Jiang, Qi Zhao
IEEE Engineering in Medicine and Biology Society (EMBC) 2024 · Jul. 2024
C.2
Epidemic Vulnerability Index for Effective Vaccine Distribution Against Pandemic Oral
Hunmin Lee, Mingon Kang, Yingshu Li, Daehee Seo, Donghyun Kim
International Symposium on Bioinformatics Research and Applications (ISBRA) 2021 · Nov. 2021
C.1
Real-time Hand Motion Frame Extraction Using Electric Potential Sensors
Hunmin Lee, Sungil Jung, Young Chul Kim
International Conference on Smart Media and Applications (SMA) 2020 · Sep. 2020