In this workshop, we aim to shine a spotlight on this exciting yet underinvestigated field by prioritizing new approaches in audio-visual generation, as well as covering a wide range of topics related to audio-visual learning, where the convergence of auditory and visual signals unlocks a plethora of opportunities for advancing creativity, understanding, and also machine perception. We hope our workshop can bring together researchers, practitioners, and enthusiasts from diverse disciplines in both academia and industry to delve into the latest developments, challenges, and breakthroughs in audio-visual generation and learning.