This preprint of a special issue of the journal Algorithms presents recent research papers submitted by the Editorial Board members of the journal. The subjects addressed in the 16 research papers cover a broad spectrum in the area of the development of algorithms, e.g. papers dealing with neural networks, machine learning or deep learning approaches or new metaheuristic algorithms.