The Seidenberg Annual Research Day is a distinguished conference hosted by the Seidenberg School of Computer Science and Information Systems at Pace University. This event holds a special place among academic conferences by showcasing both groundbreaking research and outstanding student papers, fostering an environment that encourages active participation from both faculty and students. The primary aim of the Seidenberg Annual Research Day is to facilitate a platform for learning and sharing recent advancements in Computer Science, Data Science, and Information Technologies. The conference welcomes a diverse array of participants, including seasoned researchers and aspiring students, creating an inclusive space for academic exchange. Expert talks are designed to engage attendees across the broader computer science and information systems community, with a particular focus on making content accessible and enriching for students.