Outputs (2)

Microlensing signatures of extended dark objects using machine learning (2024)
Journal Article
Crispim Romao, M., & Croon, D. (2024). Microlensing signatures of extended dark objects using machine learning. Physical Review D, 109(12), Article 123004. https://doi.org/10.1103/physrevd.109.123004

This paper presents a machine learning-based method for the detection of the unique gravitational microlensing signatures of extended dark objects, such as boson stars, axion miniclusters and subhalos. We adapt MicroLIA, a machine learning-based pack... Read More about Microlensing signatures of extended dark objects using machine learning.

Combining evolutionary strategies and novelty detection to go beyond the alignment limit of the Z3 3HDM (2024)
Journal Article
Crispim Romão, J., & Crispim Romão, M. (2024). Combining evolutionary strategies and novelty detection to go beyond the alignment limit of the Z3 3HDM. Physical Review D, 109(9), Article 095040. https://doi.org/10.1103/physrevd.109.095040

We present a novel artificial intelligence approach for beyond the Standard Model parameter space scans by augmenting an evolutionary strategy with novelty detection. Our approach leverages the power of evolutionary strategies, previously shown to qu... Read More about Combining evolutionary strategies and novelty detection to go beyond the alignment limit of the Z3 3HDM.