Shintaro Wakasugi

State Size Independent Statistical Error Bound for Discrete Diffusion Models

Diffusion models operating in discrete state spaces have emerged as powerful approaches, demonstrating remarkable efficacy across diverse domains, including reasoning tasks and molecular design. Despite their promising applications, the theoretical foundations of these models remain substantially un…