DifferenceLabs

DifferenceLabs is an open research initiative focused on Diffusion Language Models (DLMs).

We explore diffusion-based approaches to language generation, where models generate full sequences in parallel through iterative denoising — instead of token-by-token like traditional autoregressive models.
This can lead to faster inference and better GPU utilization.

What We Do

• Research diffusion-based language models
• Build experimental architectures and training pipelines
• Share open, reproducible research
• Explore efficiency and scalability improvements

Projects

This org hosts research code, experiments, and supporting tools related to diffusion language modeling.