Machine learning based intrusion detection as a service: task assignment and capacity allocation in a multi-tier architecture. - Yuan-Cheng Lai; Didik Sudyana; Ying-Dar Lin; Miel Verkerken; Laurens D'hooge; Tim Wauters; Bruno Volckaert; Filip De Turck (UCC Companion, 2021)

ELAT: Ensemble Learning with Adversarial Training in defending against evaded intrusions. - Ying-Dar Lin; Jehoshua-Hanky Pratama; Didik Sudyana; Yuan-Cheng Lai; Ren-Hung Hwang; Po-Ching Lin; Hsuan-Yu Lin; Wei-Bin Lee; Chen-Kuo Chiang (J. Inf. Secur. Appl., 2022)

Task Assignment and Capacity Allocation for ML-Based Intrusion Detection as a Service in a Multi-Tier Architecture. - Yuan-Cheng Lai; Didik Sudyana; Ying-Dar Lin; Miel Verkerken; Laurens D'hooge; Tim Wauters; Bruno Volckaert; Filip De Turck (IEEE Trans. Netw. Serv. Manag., 2023)

A Novel Multi-Stage Approach for Hierarchical Intrusion Detection. - Miel Verkerken; Laurens D'hooge; Didik Sudyana; Ying-Dar Lin; Tim Wauters; Bruno Volckaert; Filip De Turck (IEEE Trans. Netw. Serv. Manag., 2023)

Artificial Intelligence for Internet of Things as a Service: Small or Big Data, Private or Public Model, Centralized or Federated Learning? - Ying-Dar Lin; Yuan-Cheng Lai; Didik Sudyana; Ren-Hung Hwang (Computer, 2023)

Two-stage multi-datasource machine learning for attack technique and lifecycle detection. - Ying-Dar Lin; Shin-Yi Yang; Didik Sudyana; Fietyata Yudha; Yuan-Cheng Lai; Ren-Hung Hwang (Comput. Secur., 2024)

AI for AI-based intrusion detection as a service: Reinforcement learning to configure models, tasks, and capacities. - Ying-Dar Lin; Hao-Xuan Huang; Didik Sudyana; Yuan-Cheng Lai (J. Netw. Comput. Appl., 2024)

ML-Based Intrusion Detection as a Service: Traffic Split Offloading and Cost Allocation in a Multi-Tier Architecture. - Didik Sudyana; Yuan-Cheng Lai; Ying-Dar Lin; Piotr Cholda (IEEE Trans. Serv. Comput., 2025)

Optimal Resource Allocation for AIoT as a Service Under Various Service Scenarios and Architectures. - Ren-Hung Hwang; Tsai-Ying Chou; Jia-You Lin; Didik Sudyana; Yuan-Cheng Lai; Ying-Dar Lin (IEEE Trans. Netw. Serv. Manag., 2025)

Reinforcement Learning for AI as a Service: CPU-GPU Task Scheduling for Preprocessing, Training, and Inference Tasks. - Ying-Dar Lin; Yin-Tao Ling; Yuan-Cheng Lai; Didik Sudyana (IEEE Trans. Netw. Serv. Manag., 2025)