Actor-Critic Deep Reinforcement Learning for Solving Job Shop Scheduling Problems. - Chien-Liang Liu; Chuan-Chin Chang; Chun-Jan Tseng (IEEE Access, 2020)

Dynamic Parallel Machine Scheduling With Deep Q-Network. - Chien-Liang Liu; Chun-Jan Tseng; Tzu-Hsuan Huang; Jhih-Wun Wang (IEEE Trans. Syst. Man Cybern. Syst., 2023)

Dynamic Job-Shop Scheduling via Graph Attention Networks and Deep Reinforcement Learning. - Chien-Liang Liu; Chun-Jan Tseng; Po-Hao Weng (IEEE Trans. Ind. Informatics, 2024)

Harnessing heterogeneous graph neural networks for Dynamic Job-Shop Scheduling Problem solutions. - Chien-Liang Liu; Po-Hao Weng; Chun-Jan Tseng (Comput. Ind. Eng., 2025)