Deep learning architectures have revolutionized numerous fields, achieving state-of-the-art results in tasks ranging from image classification to natural language processing. Amidst this progress, researchers constantly explore novel approaches to enhance the efficacy of deep learning. In this context, AROM168 emerges as a promising deep learning