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Coupling Models for One-Step Discrete Generation

Coupling Models learn direct couplings between discrete sequences and Gaussian latents for one-step generation, reducing LM1B perplexity by 33%, Fly Brain FBD by 18%, and MNIST-Binary FID by 46%.

Fred Peng, Joey Bose, Anru Zhang, Alexander Tong

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 2/5