Seamless integration of audio and visual elements is crucial for creating immersive and engaging content. Audio-visual generation, involving the synthesis of one modality from the other or both jointly, has become a key research area. This capability holds significant potential for applications like virtual reality, gaming, film production, and interactive media, using advanced generative models to enhance multimedia quality and realism. This workshop highlights the growing importance of audio-visual generation in modern content creation, bringing together researchers and practitioners from academia and industry to explore the latest advances, challenges, and emerging opportunities in this dynamic field.