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Teaching a Machine to Hear Music Like You Do — cover art
EP 04

Teaching a Machine to Hear Music Like You Do

Can a machine separate melody, rhythm, and timbre the way your ear does? MERIT trains three lightweight modules on one model. Each hits over 99.6% accuracy on its own dimension while staying near random chance on the others. Clean separation, finally.

MERIT: Learning Disentangled Music Representations for Audio Similarity
Abhinaba Roy, Junyi Liang & Dorien Herremans · arXiv (SUTD, Singapore) · 2026 · 12:16
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