SwiftChannel: Algorithm-Hardware Co-Design for Deep Learning-Based 5G Channel Estimation.

Shengzhe Lyu

Shengzhe Lyu Yuhan She Di Duan Tao Ni 0003 Yu Hin Chan Chengwen Luo 0001 Ray C. C. Cheung Weitao Xu SwiftChannel: Algorithm-Hardware Co-Design for Deep Learning-Based 5G Channel Estimation. 2026 June 8268-8284 25 IEEE Trans. Mob. Comput. 6 https://doi.org/10.1109/TMC.2025.3647644 db/journals/tmc/tmc25.html#LyuSDNCLCX26 streams/journals/tmc

Shengzhe Lyu Yuhan She Patrick S. Y. Hung Ray C. C. Cheung Weitao Xu ViM-Q: Scalable Algorithm-Hardware Co-Design for Vision Mamba Model Inference on FPGA. FCCM 2026 90-99 conf/fccm/2026 https://doi.org/10.1109/FCCM68464.2026.00025 db/conf/fccm/fccm2026.html#LyuSHCX26 streams/conf/fccm Shengzhe Lyu Yuhan She Patrick S. Y. Hung Ray C. C. Cheung Weitao Xu ViM-Q: Energy Efficient Algorithm-Hardware Co-Design for Dynamically Quantized Vision Mamba Models. 184 2026 FPGA https://doi.org/10.1145/3748173.3779565 conf/fpga/2026 db/conf/fpga/fpga2026.html#LyuSHCX26

Shengzhe Lyu Yuhan She Di Duan Tao Ni 0003 Yu Hin Chan Chengwen Luo 0001 Ray C. C. Cheung Weitao Xu SwiftChannel: Algorithm-Hardware Co-Design for Deep Learning-Based 5G Channel Estimation. 2026 May abs/2605.01931 CoRR https://doi.org/10.48550/arXiv.2605.01931 db/journals/corr/corr2605.html#abs-2605-01931 streams/journals/corr

Shengzhe Lyu Yuhan She Patrick S. Y. Hung Ray C. C. Cheung Weitao Xu ViM-Q: Scalable Algorithm-Hardware Co-Design for Vision Mamba Model Inference on FPGA. 2026 May abs/2605.01935 CoRR https://doi.org/10.48550/arXiv.2605.01935 db/journals/corr/corr2605.html#abs-2605-01935 streams/journals/corr

Di Duan Shengzhe Lyu Mu Yuan Hongfei Xue Tianxing Li 0001 Weitao Xu Kaishun Wu Guoliang Xing Argus: Multi-View Egocentric Human Mesh Reconstruction Based on Stripped-Down Wearable mmWave Add-on. 1-14 2025 SenSys https://doi.org/10.1145/3715014.3722045 conf/sensys/2025 db/conf/sensys/sensys2025.html#DuanLYX0XWX25

Yu Hin Chan Hao Yang 0062 Shiyu Shen 0001 Xingyu Fan Shengzhe Lyu Patrick S. Y. Hung Ray C. C. Cheung HHEML: Hybrid Homomorphic Encryption for Privacy-Preserving Machine Learning on Edge. 2025 October abs/2510.20243 CoRR https://doi.org/10.48550/arXiv.2510.20243 db/journals/corr/corr2510.html#abs-2510-20243 streams/journals/corr

Shengzhe Lyu Yongliang Chen Di Duan Renqi Jia Weitao Xu EarDA: Towards Accurate and Data-Efficient Earable Activity Sensing. 2024 abs/2406.16943 CoRR https://doi.org/10.48550/arXiv.2406.16943 db/journals/corr/corr2406.html#abs-2406-16943 streams/journals/corr

Di Duan Shengzhe Lyu Mu Yuan Hongfei Xue Tianxing Li 0001 Weitao Xu Kaishun Wu Guoliang Xing Argus: Multi-View Egocentric Human Mesh Reconstruction Based on Stripped-Down Wearable mmWave Add-on. 2024 abs/2411.00419 CoRR https://doi.org/10.48550/arXiv.2411.00419 db/journals/corr/corr2411.html#abs-2411-00419 streams/journals/corr

Yu Hin Chan Yongliang Chen Ray C. C. Cheung Di Duan Xingyu Fan Patrick S. Y. Hung Renqi Jia Tianxing Li 0001 Chengwen Luo 0001 Tao Ni 0003 Yuhan She Shiyu Shen 0001 Kaishun Wu Guoliang Xing Weitao Xu Hongfei Xue Hao Yang 0062 Mu Yuan