2 papers
cs.AI2026
Planned Diffusion
Daniel Israel, Tian Jin, Ellie Cheng +4
Most large language models are autoregressive: they generate tokens one at a time. Discrete diffusion language models can generate multiple tokens in parallel, but sampling from th…
cs.LG2025
Discrete Copula Diffusion
Anji Liu, Oliver Broadrick, Mathias Niepert +1
Discrete diffusion models have recently shown significant progress in modeling complex data, such as natural languages and DNA sequences. However, unlike diffusion models for conti…