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

arXiv:2609.31024 · cs.SD, cs.LG, eess.AS · Submitted 2026-09-25 · Read on arXiv

cs.SD, cs.LG, eess.AS

Submitted: 2026-09-25

Updated: 2026-09-25

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Flow Matching — 13× in this paper · explained in 8 episodes
• Adam — 4× in this paper · explained in 2 episodes
• Transformer — 4× in this paper · explained in 2 episodes
• Embeddings — 3× in this paper · explained in 2 episodes
• Representation Learning — 2× in this paper · explained in 2 episodes
• Self-Supervised Learning — 2× in this paper · explained in 7 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Amortization — 1× in this paper · explained in 1 episode
• Distillation — 1× in this paper · explained in 2 episodes
• Flow Matching Model — 1× in this paper · explained in 2 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Knowledge Distillation — 1× in this paper · explained in 11 episodes
• Latent Space — 1× in this paper · explained in 7 episodes
• Pruning — 1× in this paper · explained in 4 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes

Sources

• LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics
• LeVLJEPA: End-to-End Vision-Language Pretraining Without Negatives

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