| 2026 | GECCO | On the Sufficiency of SAT Features for Genetic Algorithm Parameter Selection. | Pawel Kolendo, Wojciech Chmiel, Michal Pluhacek |
| 2026 | GECCO | LLM-Guided Discovery of Complementary Metaheuristic Operators with Adaptive Composition on the GNBG Benchmark. | Pawel Kolendo, Michal Pluhacek |
| 2026 | GECCO | Claude and Gemini Design Metaheuristics: A Cooperative Multi-LLM Approach. | Michal Pluhacek, Pawel Kolendo, Krzysztof Tylka-Suleja, Rohit Salgotra |
| 2026 | GECCO | Could LLMs Predict Algorithm Performance in Automated Design of Metaheuristics? | Michal Pluhacek, Pawel Kolendo, Krzysztof Tylka-Suleja, Adam Viktorin |
| 2026 | GECCO | Large Language Models for Metaheuristic Design: Exploring Challenges, Limitations, Tools, Benchmarking and Future Opportunities. | Roman Senkerik, Niki van Stein, Adam Viktorin, Michal Pluhacek, Thomas Bck |
| 2025 | GECCO | LLM-Driven Evolution of Metaheuristic Components for GNBG Benchmark. | Pawel Kolendo, Michal Pluhacek, Wojciech Chmiel |
| 2025 | GECCO | EASE-ing into Global Optimization with LLMs. | Adam Viktorin, Tomas Kadavy, Jozef Kovc, Michal Pluhacek, Roman Senkerik |
| 2025 | GECCO | Regarding Context Size in LLM-Based Metaheuristic Design. | Adam Viktorin, Michal Pluhacek, Jozef Kovc, Tomas Kadavy, Roman Senkerik |
| 2024 | GECCO | A Critical Examination of Large Language Model Capabilities in Iteratively Refining Differential Evolution Algorithm. | Michal Pluhacek, Jozef Kovc, Peter Janku, Tomas Kadavy, Roman Senkerik, Adam Viktorin |
| 2024 | GECCO | Using LLM for Automatic Evolvement of Metaheuristics from Swarm Algorithm SOMA. | Michal Pluhacek, Jozef Kovc, Adam Viktorin, Peter Janku, Tomas Kadavy, Roman Senkerik |
| 2024 | GECCO | Measuring Population Diversity in Variable Dimension Search Spaces. | Michal Pluhacek, Adam Viktorin, Tomas Kadavy, Jozef Kovc, Roman Senkerik |
| 2024 | GECCO | DISH Solving the GNBG-generated Test Suite. | Adam Viktorin, Michal Pluhacek, Tomas Kadavy, Jozef Kovc, Peter Janku, Roman Senkerik |
| 2023 | CEC | Sensitivity Analysis of RF+clust for Leave-One-Problem-Out Performance Prediction. | Ana Nikolikj, Michal Pluhacek, Carola Doerr, Peter Korosec, Tome Eftimov |
| 2023 | GECCO | Exploring the Frequency of Boundary Control Methods Activation in Metaheuristic Algorithms. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2023 | GECCO | Impact of Boundary Control Methods on Bound-constrained Optimization Benchmarking. | Tomas Kadavy, Adam Viktorin, Anezka Kazikova, Michal Pluhacek, Roman Senkerik |
| 2023 | GECCO | Exploring Adaptive Components of SOMA. | Marcela Matusikova, Michal Pluhacek, Tomas Kadavy, Adam Viktorin, Roman Senkerik |
| 2023 | GECCO | Leveraging Large Language Models for the Generation of Novel Metaheuristic Optimization Algorithms. | Michal Pluhacek, Anezka Kazikova, Tomas Kadavy, Adam Viktorin, Roman Senkerik |
| 2023 | GECCO | Maximizing Efficiency: A Comparative Study of SOMA Algorithm Variants and Constraint Handling Methods for Time Delay System Optimization. | Roman Senkerik, Tomas Kadavy, Peter Janku, Michal Pluhacek, Hubert Guzowski, Libor Pekar, Radek Matusu, Adam Viktorin, Maciej Smolka, Aleksander Byrski, Zuzana Komnkov Oplatkov |
| 2023 | SMC | Investigating the Potential of AI-Driven Innovations for Enhancing Differential Evolution in Optimization Tasks. | Michal Pluhacek, Anezka Kazikova, Adam Viktorin, Tomas Kadavy, Roman Senkerik |
| 2023 | SMC | Efficient Time-Delay System Optimization with Auto-Configured Metaheuristics. | Roman Senkerik, Aleksander Byrski, Hubert Guzowski, Peter Janku, Tomas Kadavy, Zuzana Komnkov Oplatkov, Radek Matusu, Michal Pluhacek, Libor Pekar, Maciej Smolka, Adam Viktorin |
| 2021 | GECCO | SOMA-CLP for competition on bound constrained single objective numerical optimization benchmark: a competition entry on bound constrained single objective numerical optimization at the genetic and evolutionary computation conference (GECCO) 2021. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2021 | GECCO | Self-organizing migrating algorithm with clustering-aided migration and adaptive perturbation vector control. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2021 | GECCO | Explaining SOMA: the relation of stochastic perturbation to population diversity and parameter space coverage. | Michal Pluhacek, Anezka Kazikova, Tomas Kadavy, Adam Viktorin, Roman Senkerik |
| 2020 | CEC | DISH-XX Solving CEC2020 Single Objective Bound Constrained Numerical optimization Benchmark. | Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy, Ales Zamuda |
| 2020 | GECCO | SOMA-CL for competition on single objective bound constrained numerical optimization benchmark: a competition entry on single objective bound constrained numerical optimization at the genetic and evolutionary computation conference (GECCO) 2020. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2020 | GECCO | Self-organizing migrating algorithm with clustering-aided migration. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2020 | GECCO | Ensemble of strategies and perturbation parameter based SOMA for optimal stabilization of chaotic oscillations. | Roman Senkerik, Tomas Kadavy, Adam Viktorin, Michal Pluhacek |
| 2020 | ICAISC | Cascade PID Controller Optimization Using Bison Algorithm. | Anezka Kazikova, Krystian Lapa, Michal Pluhacek, Roman Senkerik |
| 2020 | ICAISC | Is Chaotic Randomization Advantageous for Higher Dimensional Optimization Problems? | Roman Senkerik, Adam Viktorin, Tomas Kadavy, Michal Pluhacek, Ivan Zelinka |
| 2019 | CEC | The Ensemble of Strategies and Perturbation Parameter in Self-organizing Migrating Algorithm Solving CEC 2019 100-Digit Challenge. | Tomas Kadavy, Michal Pluhacek, Roman Senkerik, Adam Viktorin |
| 2019 | CEC | Introducing Self-Adaptive Parameters to Self-organizing Migrating Algorithm. | Tomas Kadavy, Michal Pluhacek, Roman Senkerik, Adam Viktorin |
| 2019 | CEC | Ensemble of Strategies and Perturbation Parameter Based SOMA for Constrained Technological Design Optimization Problem. | Roman Senkerik, Tomas Kadavy, Adam Viktorin, Michal Pluhacek |
| 2019 | CEC | DISH Algorithm Solving the CEC 2019 100-Digit Challenge. | Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy, Ales Zamuda |
| 2019 | ECMS | Border Strategies Of The Bison Algorithm. | Anezka Kazikova, Zuzana Komnkov Oplatkov, Michal Pluhacek, Roman Senkerik |
| 2019 | ICAISC | Evolutionary Algorithms Applied to a Shielding Enclosure Design. | Tomas Kadavy, Stanislav Kovar, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2019 | ICAISC | Population Diversity Analysis in Adaptive Differential Evolution Variants with Unconventional Randomization Schemes. | Roman Senkerik, Adam Viktorin, Tomas Kadavy, Michal Pluhacek, Anezka Kazikova, Quoc Bao Diep, Ivan Zelinka |
| 2019 | ICAISC | Analyzing Control Parameters in DISH. | Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy |
| 2018 | CEC | Chaos Driven PSO with Attractive Search Space Border Points. | Michal Pluhacek, Roman Senkerik, Adam Viktorin, Tomas Kadavy, Ivan Zelinka |
| 2018 | CEC | On the Population Diversity for the Chaotic Differential Evolution. | Roman Senkerik, Adam Viktorin, Michal Pluhacek, Tomas Kadavy |
| 2018 | CEC | Cluster Occurrence in the DbL_SHADE Population. | Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy |
| 2018 | ECMS | Boundary Strategies For Firefly Algorithm Analysed Using CEC'17 Benchmark. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2018 | ECMS | Tuning Of The Bison Algorithm Control Parameter. | Anezka Kazikova, Michal Pluhacek, Roman Senkerik |
| 2018 | ECMS | Study On Velocity Clamping In PSO Using CEC'13 Benchmark. | Michal Pluhacek, Roman Senkerik, Adam Viktorin, Tomas Kadavy |
| 2018 | ECMS | A Review On The Simulation of Social Networks Inside Heuristic Algorithms. | Roman Senkerik, Michal Pluhacek, Adam Viktorin, Tomas Kadavy, Jakub Janostik, Zuzana Komnkov Oplatkov |
| 2018 | ECMS | Comparative Study Of The Distance/Improvement Based SHADE. | Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy |
| 2018 | HAIS | Orthogonal Learning Firefly Algorithm. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2018 | ICAISC | Multi-swarm Optimization Algorithm Based on Firefly and Particle Swarm Optimization Techniques. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2018 | ICAISC | New Running Technique for the Bison Algorithm. | Anezka Kazikova, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2018 | ICAISC | Particle Swarm Optimization with Single Particle Repulsivity for Multi-modal Optimization. | Michal Pluhacek, Roman Senkerik, Adam Viktorin, Tomas Kadavy |
| 2018 | ICAISC | How Unconventional Chaotic Pseudo-Random Generators Influence Population Diversity in Differential Evolution. | Roman Senkerik, Adam Viktorin, Michal Pluhacek, Tomas Kadavy, Ivan Zelinka |
| 2018 | ICAISC | On the Prolonged Exploration of Distance Based Parameter Adaptation in SHADE. | Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy |
| 2017 | CEC | Differential evolution with preferential interaction network. | Pavel Krmer, Milos Kudelka, Roman Senkerik, Michal Pluhacek |
| 2017 | CISIS | Towards Better Population Sizing for Differential Evolution Through Active Population Analysis with Complex Network. | Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy |
| 2017 | COCOON | SHADE Algorithm Dynamic Analyzed Through Complex Network. | Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy |
| 2017 | ECMS | Firework Algorithm Dynamics Simulated And Analyzed With The Aid Of Complex Network. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2017 | ECMS | Uncovering Communication Density In PSO Using Complex Network. | Michal Pluhacek, Roman Senkerik, Adam Viktorin, Tomas Kadavy |
| 2017 | ECMS | Simulation Of Chaotic Dynamics For Chaos Based Optimization - An Extended Study. | Roman Senkerik, Michal Pluhacek, Adam Viktorin, Zuzana Komnkov Oplatkov, Tomas Kadavy |
| 2017 | ECMS | SHADE Mutation Strategy Analysis Via Dynamic Simulation In Complex Network. | Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy |
| 2017 | HAIS | Hypersphere Universe Boundary Method Comparison on HCLPSO and PSO. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2017 | HAIS | PSO with Partial Population Restart Based on Complex Network Analysis. | Michal Pluhacek, Adam Viktorin, Roman Senkerik, Tomas Kadavy, Ivan Zelinka |
| 2017 | HAIS | Hybridization of Analytic Programming and Differential Evolution for Time Series Prediction. | Roman Senkerik, Adam Viktorin, Michal Pluhacek, Tomas Kadavy, Ivan Zelinka |
| 2017 | HAIS | Detecting Potential Design Weaknesses in SHADE Through Network Feature Analysis. | Adam Viktorin, Michal Pluhacek, Roman Senkerik, Tomas Kadavy |
| 2017 | ICAISC | Comparing Strategies for Search Space Boundaries Violation in PSO. | Tomas Kadavy, Michal Pluhacek, Adam Viktorin, Roman Senkerik |
| 2017 | ICAISC | PSO with Attractive Search Space Border Points. | Michal Pluhacek, Roman Senkerik, Adam Viktorin, Tomas Kadavy |
| 2017 | ICAISC | Differential Evolution Driven Analytic Programming for Prediction. | Roman Senkerik, Adam Viktorin, Michal Pluhacek, Tomas Kadavy, Ivan Zelinka |
| 2017 | ICAISC | Archive Analysis in SHADE. | Adam Viktorin, Roman Senkerik, Michal Pluhacek, Tomas Kadavy |
| 2016 | CEC | Complex network analysis in PSO as an fitness landscape classifier. | Michal Pluhacek, Roman Senkerik, Adam Viktorin, Jakub Janostik, Donald Davendra |
| 2016 | CEC | On the influence of different randomization and complex network analysis for differential evolution. | Roman Senkerik, Adam Viktorin, Michal Pluhacek, Jakub Janostik, Donald Davendra |
| 2016 | CEC | Success-history based adaptive differential evolution algorithm with multi-chaotic framework for parent selection performance on CEC2014 benchmark set. | Adam Viktorin, Michal Pluhacek, Roman Senkerik |
| 2016 | ECMS | Study On Swarm Dynamics Converted Into Complex Network. | Michal Pluhacek, Roman Senkerik, Jakub Janostik, Adam Viktorin, Ivan Zelinka |
| 2016 | ECMS | On The Simulation Of Complex Chaotic Dynamics For Chaos Based Optimization. | Roman Senkerik, Michal Pluhacek, Adam Viktorin, Zuzana Komnkov Oplatkov |
| 2016 | ECMS | Multi-Chaotic Differential Evolution For Vehicle Routing Problem With Profits. | Adam Viktorin, Dusan Hrabec, Michal Pluhacek |
| 2016 | ECMS | Analytical Programming With Extended Individuals. | Adam Viktorin, Michal Pluhacek, Zuzana Komnkov Oplatkov, Roman Senkerik |
| 2016 | ICAISC | Chaos Enhanced Repulsive MC-PSO/DE Hybrid. | Michal Pluhacek, Roman Senkerik, Adam Viktorin, Ivan Zelinka |
| 2016 | ICAISC | Extended Study on the Randomization and Sequencing for the Chaos Embedded Heuristic. | Roman Senkerik, Michal Pluhacek, Ivan Zelinka, Adam Viktorin, Jakub Janostik |
| 2016 | ICAISC | Multi-chaotic System Induced Success-History Based Adaptive Differential Evolution. | Adam Viktorin, Michal Pluhacek, Roman Senkerik |
| 2015 | CEC | Multiple Choice strategy with Dimensional mutation for PSO algorithm enhanced with chaotic Dissipative Standard Map. | Michal Pluhacek, Roman Senkerik, Donald Davendra |
| 2015 | CEC | On the parameter settings for the chaotic dynamics embedded differential evolution. | Roman Senkerik, Michal Pluhacek, Zuzana Komnkov Oplatkov, Donald Davendra |
| 2015 | ECMS | Simulation Of Time-Continuous Chaotic UEDA Oscillator As The Generator Of Random Numbers For Heuristic. | Roman Senkerik, Michal Pluhacek, Donald Davendra, Ivan Zelinka, Zuzana Komnkov Oplatkov |
| 2015 | HAIS | MC-PSO/DE Hybrid with Repulsive Strategy - Initial Study. | Michal Pluhacek, Roman Senkerik, Ivan Zelinka, Donald Davendra |
| 2015 | HAIS | New Adaptive Approach for Multi-chaotic Differential Evolution Concept. | Roman Senkerik, Michal Pluhacek, Donald Davendra, Ivan Zelinka, Jakub Janostik |
| 2015 | ICAISC | Multiple Choice Strategy for PSO Algorithm Enhanced with Dimensional Mutation. | Michal Pluhacek, Roman Senkerik, Ivan Zelinka, Donald Davendra |
| 2015 | ICAISC | On the Tuning of Complex Dynamics Embedded into Differential Evolution. | Roman Senkerik, Michal Pluhacek, Ivan Zelinka, Donald Davendra, Zuzana Komnkov Oplatkov, Roman Jasek |
| 2014 | CEC | Scatter Search Algorithm with chaos based stochasticity. | Donald Davendra, Roman Senkerik, Ivan Zelinka, Michal Pluhacek |
| 2014 | CEC | Evolutionary algorithms dynamics and its hidden complex network structures. | Ivan Zelinka, Donald Davendra, Jouni Lampinen, Roman Senkerik, Michal Pluhacek |
| 2014 | ECMS | Using Artificial Neural Network For The Kick Techniques Classification - An Initial Study. | Dora Lapkova, Michal Pluhacek, Zuzana Komnkov Oplatkov, Milan Adamek |
| 2014 | ECMS | Performance Comparison Of Evolutionary Techniques Enhanced By Lozi Chaotic Map In The Task Of Reactor Geometry Optimization. | Michal Pluhacek, Roman Senkerik, Ivan Zelinka, Donald Davendra |
| 2014 | ECMS | Simulation Of The Differential Evolution Performance Dependency On Switching Of The Driving Chaotic Systems. | Roman Senkerik, Michal Pluhacek, Donald Davendra, Ivan Zelinka, Zuzana Komnkov Oplatkov |
| 2014 | HAIS | Performance Testing of Multi-Chaotic Differential Evolution Concept on Shifted Benchmark Functions. | Roman Senkerik, Michal Pluhacek, Donald Davendra, Ivan Zelinka, Zuzana Komnkov Oplatkov |
| 2014 | ICAISC | Preliminary Study on the Particle Swarm Optimization with the Particle Performance Evaluation. | Michal Pluhacek, Roman Senkerik, Ivan Zelinka |
| 2014 | ICAISC | Multi-chaotic Differential Evolution: A Preliminary Study. | Roman Senkerik, Michal Pluhacek, Ivan Zelinka, Donald Davendra, Zuzana Komnkov Oplatkov |
| 2014 | ICAISC | On Convergence of Evolutionary Algorithms Powered by Non-random Generators. | Ivan Zelinka, Donald Davendra, Roman Senkerik, Michal Pluhacek, Zuzana Komnkov Oplatkov |
| 2013 | CEC | Investigation on the performance of a new multiple choice strategy for PSO Algorithm in the task of large scale optimization problems. | Michal Pluhacek, Roman Senkerik, Ivan Zelinka |
| 2013 | CEC | Chaos PSO algorithm driven alternately by two different chaotic maps - An initial study. | Michal Pluhacek, Roman Senkerik, Ivan Zelinka, Donald Davendra |
| 2013 | CEC | Investigation on the Differential Evolution driven by selected six chaotic systems in the task of reactor geometry optimization. | Roman Senkerik, Michal Pluhacek, Zuzana Komnkov Oplatkov, Donald Davendra, Ivan Zelinka |
| 2013 | CEC | Do evolutionary algorithms indeed require randomness? | Ivan Zelinka, Roman Senkerik, Michal Pluhacek |
| 2013 | ECMS | Scheduling The Flow Shop With Blocking Problem With The Chaos-Induced Discrete Self Organising Migrating Algorithm. | Donald Davendra, Magdalena Bialic-Davendra, Roman Senkerik, Michal Pluhacek |
| 2013 | ECMS | Multiple Choice Strategy For PSO Algorithm - Performance Analysis On Shifted Test Functions. | Michal Pluhacek, Roman Senkerik, Ivan Zelinka, Donald Davendra |
| 2013 | ECMS | Analytic Programming In The Task Of Evolutionary Synthesis Of The Robust Controller For Selected Discrete Chaotic Systems. | Roman Senkerik, Zuzana Komnkov Oplatkov, Ivan Zelinka, Michal Pluhacek |
| 2013 | ICAISC | Multiple Choice Strategy - A Novel Approach for Particle Swarm Optimization - Preliminary Study. | Michal Pluhacek, Roman Senkerik, Ivan Zelinka |
| 2013 | ICAISC | Chaos Driven Differential Evolution with Lozi Map in the Task of Chemical Reactor Optimization. | Roman Senkerik, Donald Davendra, Ivan Zelinka, Michal Pluhacek, Zuzana Komnkov Oplatkov |
| 2012 | ECMS | Designing PID Controller For DC Motor System By Means Of Enhanced PSO Algorithm With Discrete Chaotic Lozi Map. | Michal Pluhacek, Roman Senkerik, Donald Davendra, Ivan Zelinka |