Generative AI has been at the forefront of AI research in the most recent times. A large number of research works across different modalities (e.g., text, image and audio) have shown remarkable generation capabilities. Audio generation brings its own unique challenges and this workshop is aimed at highlighting these challenges and their solutions. It will bring together researchers working on different audio generation problems and enable a concentrated discussions on the topic. The workshop will include invited talks, high-quality papers presented through oral and poster sessions, and a panel discussion including experts in the area to further enhance the quality of discussion on audio generation research. A crucial part of audio generation research is its perceptual experience by humans. To enable this, \emph{we also propose to have an onsite demo session during the workshop where presenters can showcase their audio generation methods and technologies}, leading to a unique experience for all workshop participants.