| 2026 | ICCS | Multidisciplinary Iterative Neural Networks for Propagating Uncertainties in Coupled Systems. | Abhijnan Dikshit, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2026 | ICCS | Uncertainty Propagation for Random Field Outputs Using Denoising Diffusion Models. | Pavankumar Koratikere, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2026 | ICCS | Fast Multi-objective Antenna Design by ANN-Based Machine Learning with Gradient-Based Design Enhancement. | Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2026 | ICCS | Design-Ready Microwave Modeling by Spatial and Dimensional Domain Restriction. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2026 | ICCS | Multi-fidelity Model Management Strategy for Accelerated Antenna Optimization. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2025 | ICCS | Reduced-Order Modeling of Compressible Flows Using Supervised Dimensionality Reduction. | Abhijnan Dikshit, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2025 | ICCS | Adaptive Global Modeling Using Neural Networks with Deep Ensembles and Space-Filling Sequences. | Pavankumar Koratikere, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2025 | ICCS | Global Optimization of Microwave Circuits Using Dimensionality Reduction and Multi-fidelity EM Simulations. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2025 | ICCS | Automated Antenna Design Using Computational Intelligence and Numerical Optimization. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2025 | ICCS | Variable-Resolution Machine Learning for Rapid Multi-Criterial Antenna Design. | Anna Pietrenko-Dabrowska, Slawomir Koziel |
| 2024 | ICCS | Adaptive Sampling for Non-intrusive Reduced Order Models Using Multi-task Variance. | Abhijnan Dikshit, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2024 | ICCS | Adaptive Hyperparameter Tuning Within Neural Network-Based Efficient Global Optimization. | Taeho Jeong, Pavankumar Koratikere, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2024 | ICCS | Cost-Efficient Multi-Objective Design of Miniaturized Microwave Circuits Using Machine Learning and Artificial Neural Networks. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2024 | ICCS | Expedited Machine-Learning-Based Global Design Optimization of Antenna Systems Using Response Features and Multi-fidelity EM Analysis. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2023 | ICCS | Constrained Aerodynamic Shape Optimization Using Neural Networks and Sequential Sampling. | Pavankumar Koratikere, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2023 | ICCS | Efficient Uncertainty Quantification Using Sequential Sampling-Based Neural Networks. | Pavankumar Koratikere, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2023 | ICCS | Low-Cost Behavioral Modeling of Antennas by Dimensionality Reduction and Domain Confinement. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2023 | ICCS | Expedited Metaheuristic-Based Antenna Optimization Using EM Model Resolution Management. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2022 | ICCS | Expedited Optimization of Passive Microwave Devices Using Gradient Search and Principal Directions. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2022 | ICCS | Global Surrogate Modeling by Neural Network-Based Model Uncertainty. | Leifur Leifsson, Jethro Nagawkar, Laurel Barnet, Kenneth Bryden, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2022 | ICCS | Neural Network-Based Sequential Global Sensitivity Analysis Algorithm. | Yen-Chen Liu, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2022 | ICCS | Analysis of Agricultural and Engineering Systems Using Simulation Decomposition. | Yen-Chen Liu, Leifur Leifsson, Anna Pietrenko-Dabrowska, Slawomir Koziel |
| 2022 | ICCS | Multi-criterial Design of Antennas with Tolerance Analysis Using Response-Feature Predictors. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2022 | ICCS | Global Design Optimization of Microwave Circuits Using Response Feature Inverse Surrogates. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2021 | ICCS | Expedited Trust-Region-Based Design Closure of Antennas by Variable-Resolution EM Simulations. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2021 | ICCS | Improved Design Closure of Compact Microwave Circuits by Means of Performance Requirement Adaptation. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |
| 2021 | ICCS | Iterative Global Sensitivity Analysis Algorithm with Neural Network Surrogate Modeling. | Yen-Chen Liu, Jethro Nagawkar, Leifur Leifsson, Slawomir Koziel, Anna Pietrenko-Dabrowska |
| 2021 | ICCS | On Fast Multi-objective Optimization of Antenna Structures Using Pareto Front Triangulation and Inverse Surrogates. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2020 | ICCS | Reduced-Cost Constrained Modeling of Microwave and Antenna Components: Recent Advances. | Anna Pietrenko-Dabrowska, Slawomir Koziel, Leifur Leifsson |
| 2019 | ICCS | Reduced-Cost Design Optimization of High-Frequency Structures Using Adaptive Jacobian Updates. | Slawomir Koziel, Anna Pietrenko-Dabrowska, Leifur Leifsson |