SAME: A Semantically-Aligned Music Autoencoder

In three linesSAME is an autoencoder for stereo music and general audio achieving 4096× temporal compression while maintaining reconstruction quality. The architecture combines a transformer backbone, semantic regularization, phase-aware reconstruction losses and improved discriminators. Two variants (SAME-L and SAME-S) are released in open-weights.

Summary generated by Claude — human-verified