Author

Stefan Lattner

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#machine learning Preprint Sep 2026

Synth-JEPA: Joint Embedding Prediction for Renderer-Free Synthesizer Parameter Search

Sound matching can be formulated as optimizing synthesizer parameters against an audio-domain objective. However, objectives derived from generic audio representations are often difficult to optimize, while direct search requires rendering every candidate. We introduce Synth-JEPA, which learns mutually predictive audio...

B. Hayes, Hao-Kun Tian, Stefan Lattner · 0 citations