Advanced construction materials research involves theoretical considerations of developing innovative materials with enhanced properties, performance, and sustainability to meet the evolving needs of construction projects. Develop a comprehensive theoretical framework elucidating principles of advanced construction materials, including nanomaterials, self$-$healing materials, and bio$-$based composites. Explore theoretical models for characterizing material properties, such as molecular dynamics simulations, multiscale modeling, and artificial intelligence techniques, and discuss theoretical approaches to optimizing material design, manufacturing processes, and performance evaluation, aiming to accelerate the adoption of advanced materials in construction industry, reduce environmental impacts, and improve infrastructure resilience and durability.