Multidisciplinary Design Optimization (MDO) enables the application of optimization algorithms to complex engineered systems, ranging from aerospace and automotive to robotics and microelectronics. Such multi-component systems typically consist of coupled subsystems, each characterized by its own design variables, cons...
Sebastian Ellmaier, Albert J. de Wit, Akilesh Raveendran et al.· 0 citations
EvoMO-SR is proposed, a novel LLM-driven SR framework in which the LLM generates equation skeletons, with their coefficients fitted separately by an external optimizer, which achieves the best accuracy in seven of the eight in-domain and out-of-domain settings for LSR-Synth.
Cristina Rossetti, Anna V. Kononova, Thomas Back et al.· 0 citations
This work introduces a suite of synthetic multi-objective test problems with analytically controlled Pareto fronts and deliberately uninformative objective values, designed to decouple algorithmic behaviour from problem structure, allowing bias induced purely by algorithmic operators and design choices to be observed.
Jakub Kůdela, Niki van Stein, T. Bäck et al.· Annual Conference on Genetic...· 0 citations
This thesis contributes a methodology for evaluating prompt operators through isolated parent-child comparisons, enabling their behaviour to be characterized independently of complete evolutionary runs.
Opleiding Informatica, Niki van Stein, Anna V. Kononova· 0 citations
The benefits of integrating prior bias when considering locomotion tasks with simple hinge actuators are demonstrated and a Parameter Impact metric is introduced which showcases diminishing returns for MLPs but not for CPGs.
Kevin Godin-Dubois, Anil Yaman, Anna V. Kononova· arXiv.org· 0 citations
EvoHIIT, an LLM-assisted evolutionary framework for the design of High-Intensity Interval Training (HIIT) programs, is introduced, and preference-based selection mechanisms are studied to provide empirical insight into human-aligned evolution of natural language solutions.
Johana Chen, Niki van Stein, Robert Cabri et al.· Proceedings of the Genetic a...· 0 citations
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