Research in both applied and theoretical concepts plays a significant role within the Dataism Laboratory for Quantitative Finance (DLQF). Our work delves deeply into practical applications, bridging the gap between complex quantitative theories and real-world financial scenarios. This dual approach not only advances our understanding of market dynamics and financial instruments but also enhances our ability to develop innovative tools and methodologies. Through rigorous theoretical exploration and hands-on application, we strive to push the boundaries of what’s possible in quantitative finance, ensuring that our research remains both cutting-edge and highly relevant to the evolving needs of the industry.