Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop
Scheduling

Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop Scheduling

20 November 2022

Papers citing "Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop Scheduling"

12 / 12 papers shown

Title
GATES: Cost-aware Dynamic Workflow Scheduling via Graph Attention Networks and Evolution Strategy Ya Shen Gang Chen Hui Ma Mengjie Zhang 2 0 0 18 May 2025
Learning to Reduce Search Space for Generalizable Neural Routing Solver Changliang Zhou Xi Lin Zhenkun Wang Qingfu Zhang 114 1 0 05 Mar 2025
Learning-Guided Rolling Horizon Optimization for Long-Horizon Flexible Job-Shop Scheduling Sirui Li Wenbin Ouyang Yining Ma Cathy Wu 48 0 0 18 Feb 2025
Efficient and Trustworthy Block Propagation for Blockchain-enabled Mobile Embodied AI Networks: A Graph Resfusion Approach Jiawen Kang Jiana Liao Runquan Gao Jinbo Wen Huawei Huang Maomao Zhang Changyan Yi Tao Zhang Dusit Niyato Zibin Zheng 200 0 0 26 Jan 2025
Take a Step and Reconsider: Sequence Decoding for Self-Improved Neural Combinatorial Optimization Jonathan Pirnay D. G. Grimm BDL 53 3 0 24 Jul 2024
DISCO: Efficient Diffusion Solver for Large-Scale Combinatorial Optimization Problems Kexiong Yu Hang Zhao Yuhang Huang Renjiao Yi Kai Xu Chenyang Zhu 46 0 0 28 Jun 2024
Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives Xuan Wu Di Wang Lijie Wen Yubin Xiao Chunguo Wu Yuesong Wu Chaoyu Yu D. Maskell You Zhou 70 6 0 01 Jun 2024
Self-Improvement for Neural Combinatorial Optimization: Sample without Replacement, but Improvement Jonathan Pirnay D. G. Grimm 56 11 0 22 Mar 2024
Learning Topological Representations with Bidirectional Graph Attention Network for Solving Job Shop Scheduling Problem Cong Zhang Zhiguang Cao Yaoxin Wu Wen Song Jing-rong Sun 31 3 0 27 Feb 2024
Self-Labeling the Job Shop Scheduling Problem Andrea Corsini Angelo Porrello Simone Calderara Mauro DellÁmico SSL 13 14 0 22 Jan 2024
Residual Scheduling: A New Reinforcement Learning Approach to Solving Job Shop Scheduling Problem Kuo-Hao Ho Jui-Yu Cheng Ji-Han Wu Chiang Fan Yen-Chi Chen Yuan-Yu Wu I-Chen Wu 26 11 0 27 Sep 2023
Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning Cong Zhang Wen Song Zhiguang Cao Jie Zhang Puay Siew Tan Chi Xu 60 302 0 23 Oct 2020