Deep learning architectures have revolutionized numerous fields, achieving state-of-the-art accuracy in tasks ranging from image detection to natural language processing. Amidst this progress, scientists constantly explore novel approaches to enhance the potential of deep learning. In this context, AROM168 emerges as a novel deep learning architec