FLTA 2024 focuses on fostering an understanding of FL, identifying technical challenges, and exploring potential solutions, including distributed optimization, privacy-preserving techniques, intelligent learning algorithms, personalized FL, communication efficiency approaches, Secure and Trustworthy FL, open challenges, and recent trends and opportunities in FL.