Researchers are exploring various methods to model and predict the mechanical properties of lightweight concrete, including the use of deep neural networks and optimization techniques. Studies are investigating the effects of different factors, such as fiber reinforcement and supplementary cementitious materials, on the behavior of lightweight concrete. The approaches being examined include experimental investigations, nonlinear finite-element analysis, and machine learning models.