Research

Current Interests

1. Information Freshness in communication system

• • Scheduling design for information freshness in multi-source IoT systems

  • Age-aware scheduling design in private sensitive federated learning system

2. Machine Learning

   • Information-theoretic analysis for machine learning

• • Machine learning for enhancing communication systems

  • Bandit problem

3. Wireless Communication

• • Reconfigurable Intelligent Surface (RIS)

  • Uncoordinated multiple access for massive machine-type communication (mMTC)

Publications

Preprints

1. Kuan-Yu Lin,  Yu-Pin Hsu, Yu-Chih Huang, and Wei-Lun Lu, "Feasible Scheduling Design for Periodic Multi-Source Systems with PAoI Violation Guarantees," IEEE Trans. on Commun., 2025,  in preparation.

2. Kuan-Yu Lin, Hsuan-Yin Lin, Yu-Pin Hsu, and Yu-Chih Huang, “AoI-Aware Scheduling for Mean Estimation & Differential-Private Federated Learning,” IEEE Trans. on Information Theory., 2025, in preparation.

3. Guan-Syun Chen, Kuan-Yu Lin, Yu-Chih Huang, and Shih-Lin Shieh, "Enhancing Beam Prediction via Masked and Teacher-Student Machine Learning Frameworks," IEEE Communication Letters, 2025, in preparation.

Journal Publications:

1. Kuan-Yu Lin, Yu-Chih Huang, and Yu-Pin Hsu, “Scheduling for periodic multi-source systems with peak-age violation guarantees,” IEEE Trans. on Commun., vol. 71, no. 12, pp. 7102-7116, Dec. 2023. (arXiv) (IEEEXplore)

2. Wei-Cheng Huang, Yu-Chih Huang, Kuan-Yu Lin, Shin-Lin Shieh, and Po-Ning Chen, “Distributed scheduling for status update with heterogeneous services under the IRSA protocol,” IEEE Trans. on Veh. Technol., vol. 72, no. 11, pp. 14468-14481, Nov. 2023. (IEEEXplore)

Conference Publications:

1. Kuan-Yu Lin, Hsuan-Yin Lin, Yu-Pin Hsu, and Yu-Chih Huang, "Age aware scheduling for differentially-private federated learning," IEEE ISIT, 2024.