The convergence of Generative AI and Human-Robot Interaction (HRI) is rapidly reshaping the landscape of human-machine collaboration. This transformative synergy promises to revolutionize various sectors, from healthcare and manufacturing to education and entertainment. By combining the power of AI-driven creativity with the physical embodiment of robots, we can unlock unprecedented opportunities for human-centered innovation. This workshop aims to bring together researchers, practitioners, and industry experts to delve into the latest advancements, challenges, and future directions in this exciting field. By fostering a multidisciplinary dialogue, the workshop seeks to inspire new approaches and collaborations that push the boundaries of what's possible in human-robot partnerships.