Energy-Efficient VNF Deployment for Graph-Structured SFC Based on Graph Neural Network and Constrained Deep Reinforcement Learning. - Siyu Qi; Shuopeng Li; Shaofu Lin; Mohand Yazid Saidi; Ken Chen (APNOMS, 2021)

An End-to-End Learning Architecture for Efficient Image Encoding and Deep Learning. - Lahiru D. Chamain; Siyu Qi; Zhi Ding 001 (EUSIPCO, 2021)

Machine Learning-based Automatic Graphene Detection with Color Correction for Optical Microscope Images. - Hui-Ying Siao; Siyu Qi; Zhi Ding 001; Chia-Yu Lin; Yu-Chiang Hsieh; Tse-Ming Chen (CoRR, 2021)

Hierarchical Training for Distributed Deep Learning Based on Multimedia Data over Band-Limited Networks. - Siyu Qi; Lahiru D. Chamain; Zhi Ding 001 (ICIP, 2022)

End-to-End Image Classification and Compression With Variational Autoencoders. - Lahiru D. Chamain; Siyu Qi; Zhi Ding 001 (IEEE Internet Things J., 2022)

UFed-GAN: A Secure Federated Learning Framework with Constrained Computation and Unlabeled Data. - Achintha Wijesinghe; Songyang Zhang; Siyu Qi; Zhi Ding 001 (CoRR, 2023)

A Principled Hierarchical Deep Learning Approach to Joint Image Compression and Classification. - Siyu Qi; Achintha Wijesinghe; Lahiru D. Chamain; Zhi Ding 001 (CoRR, 2023)

Task-Driven Adaptation of Deep Learning Architectures - Siyu Qi (2023)

FDE-net: Frequency-domain enhancement network using dynamic-scale dilated convolution for thyroid nodule segmentation. - Hongyu Chen; Mingan Yu; Cheng Chen 024; Kangneng Zhou; Siyu Qi; Yunqing Chen; Ruoxiu Xiao (Comput. Biol. Medicine, 2023)

A learnable Gabor Convolution kernel for vessel segmentation. - Cheng Chen 024; Kangneng Zhou; Siyu Qi; Tong Lu; Ruoxiu Xiao (Comput. Biol. Medicine, 2023)

UFed-GAN: Secure Federated Learning over Wireless Sensor Networks with Unlabeled Data. - Achintha Wijesinghe; Songyang Zhang; Siyu Qi; Zhi Ding 001 (ICC Workshops, 2024)

Multi-objective constraints for path planning in screw fixation of scaphoid fractures. - Ruoxiu Xiao; Siyu Qi; Huayang Ren; Tong Lu; Cheng Chen 024 (Comput. Biol. Medicine, 2024)