Unify Variables in Neural Scaling Laws for General Audio Representations via Embedding Effective Rank

Xuyao Deng, Yanjie Sun, Yong Dou +1

Scaling laws have profoundly shaped our understanding of model performance in computer vision and natural language processing, yet their application to general audio representation…