Machine learning for combinatorial optimization: A methodological tour d'horizon

• Prospecting for pluripotency in metamaterial design

  2025 Physical Review Research article Engineering Advanced Materials and Mechanics Open access

  4

  citations
• No AI Without PI! Object-Centric Process Mining as the Enabler for Generative, Predictive, and Prescriptive Artificial Intelligence

  2025 Lecture notes in networks and systems conference-paper Business, Management and Accounting Business Process Modeling and Analysis

  2

  citations
• Distributed Combinatorial Optimization of Downlink User Assignment in mmWave Cell-free Massive MIMO Using Graph Neural Networks

  2024 Globecom conference-paper Engineering Advanced MIMO Systems Optimization

  4

  citations
• Deep representation learning and reinforcement learning for workpiece setup optimization in CNC milling

  2023 Production Engineering article Engineering Manufacturing Process and Optimization Open access

  14

  citations
• Equivariant quantum circuits for learning on weighted graphs

  2023 npj Quantum Information article Computer Science Quantum Computing Algorithms and Architecture Open access cited by 1 patent

  70

  citations
• Boosting operational optimization of multi-energy systems by artificial neural nets

  2023 Computers & Chemical Engineering article Engineering Integrated Energy Systems Optimization Open access

  10

  citations
• Certificates of quantum many-body properties assisted by machine learning

  2023 Physical Review Research article Physics and Astronomy Quantum many-body systems Open access

  9

  citations
• A New Deep Reinforcement Learning Algorithm for the Online Stochastic Profitable Tour Problem

  2022 conference-paper Engineering Vehicle Routing Optimization Methods

  2

  citations
• Machine Learning of Implicit Combinatorial Rules in Mechanical Metamaterials

  2022 Physical Review Letters article Materials Science Machine Learning in Materials Science Open access

  37

  citations
• The Surprising Power of Graph Neural Networks with Random Node Initialization

  2021 conference-paper Computer Science Advanced Graph Neural Networks Open access cited by 1 patent

  14

  citations
• Neural Combinatorial Optimization for Production Scheduling with Sequence-Dependent Setup Waste

  2020 Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics conference-paper Engineering Scheduling and Optimization Algorithms

  12

  citations

11 results