Heng Zhao

Learning to Couple: Context-Adaptive Joint Denoising for Diffusion Language Models

Diffusion language models accelerate generation by predicting multiple tokens in parallel, but factorized denoisers treat simultaneous predictions as conditionally independent. Decoding heuristics reduce the resulting errors by controlling which tokens are committed, but leave the underlying distribution factorized. Jo...