autoregressive diffusion models

Jane Street has published a blog post asking whether autoregressive diffusion models can be used to generate synthetic market data. The piece, written by a firm engineer, examines how generative modelling techniques might reproduce realistic financial time series. The topic is drawing attention among quantitative finance and machine learning readers interested in applying diffusion models outside image generation.

Trading firm Jane Street has published a blog post examining whether autoregressive diffusion models can be used to generate synthetic market data. The piece walks through how these generative models, best known for image and text generation, might produce realistic financial time series. It is drawing attention among machine learning practitioners and quants discussing generative approaches to market simulation.