Publications
Conference Papers
[EuroSys24] Totoro: A Scalable Federated Learning Engine for the Edge
Cheng-Wei Ching, Xin Chen, Taehwan Kim, Chirag Gupta, Bo Ji, Qingyang Wang, Dilma Da Silva, Liting Hu
In Proceedings of the 19th ACM SIGOPS European Conference on Computer Systems (EuroSys’24), Athens, Greece, April 2024.[GLOBECOM’21] Efficient Online Decentralized Learning Framework for Social Internet of Things
Cheng-Wei Ching, Hung-Sheng Huang, Chun-An Yang, Jian-Jhih Kuo, Ren-Hung Hwang
in Proceedings of IEEE Global Communications Conference 2021 (GLOBECOM’21), virtual event, 2021.[ICCCN’21] Efficient Communication Topology via Partially Differential Privacy for Decentralized Learning
Cheng-Wei Ching, Hung-Sheng Huang, Chun-An Yang, Yu-Chun Liu, Jian-Jhih Kuo
in Proceedings of the 32nd International Conference on Computer Communications and Networks (ICCCN’21), virtual event, 2021.[GLOBECOM’20] Model Partition Defense against GAN Attacks on Collaborative Learning via Mobile Edge Computing
Cheng-Wei Ching, Tzu-Cheng Lin, Kung-Hao Chang, Chih-Chiung Yao, Jian-Jhih Kuo
in Proceedings of IEEE Global Communications Conference 2020 (GLOBECOM’20), Taipei, Taiwan, 2020.[GLOBECOM’20] Energy-Efficient Link Selection for Decentralized Learning via Smart Devices with Edge Computing
Cheng-Wei Ching, Chung-Kai Yang, Yu-Chun Liu, Chia-Wei Hsu, Jian-Jhih Kuo, Hung-Sheng Huang, Jen-Feng Lee
in Proceedings of IEEE Global Communications Conference 2020 (GLOBECOM’20), Taipei, Taiwan, 2020.
Journal Papers
[TSC] Dual-Objective Personalized Federated Service System With Partially-Labeled Data Over Wireless Networks
Cheng-Wei Ching, Jia-Ming Chang, Jian-Jhih Kuo, Chih-Yu Wang
in IEEE Transactions on Services Computing (IEEE TSC), volume 16, issue 5, pages 3265 - 3279, Sept.-Oct. 2023.[TGCN] Energy-Efficient Topology Construction via Power Allocation for Decentralized Learning via Smart Devices with Edge Computing
Jian-Jhih Kuo, Cheng-Wei Ching, Hung-Sheng Huang, Yu-Chun Liu
in IEEE Transactions on Green Communications and Networking (IEEE TGCN), volume 5, issue 4, pages 1806-1819, July 2021.
Workshop Papers
[ECAI’23] OrcoDCS: An IoT-Edge Orchestrated Online Deep Compressed Sensing Framework
Cheng-Wei Ching, Chirag Gupta, Zi Huang, Liting Hu
in Proceedings of the First International Workshop on Edge-to-Cloud AI Orchestration (ECAI), in conjunction with IEEE 43rd International Conference on Distributed Computing Systems (ICDCS’23), Hong Kong, China, 2023.[NMIC’20] OrcoDCS: An IoT-Edge Orchestrated Online Deep Compressed Sensing Framework
Cheng-Wei Ching, Yu-Chun Liu, Chung-Kai Yang, Jian-Jhih Kuo, and Feng-Ting Su
in Proceedings of the Second International Workshop on Network Meets Intelligent Computations (NMIC), in conjunction with IEEE 40th International Conference on Distributed Computing Systems (ICDCS’20), virtual event, 2020.