The piece explores how conditional diffusion models—combined with factor structure and no-arbitrage pricing logic—can be used to model full joint return distributions rather than point forecasts.

Scientists at Insilico Medicine have introduced Precious2GPT, an innovative multimodal architecture that integrates the pretrained transformer and conditional diffusion for generating and predicting ...

Generative Adversarial Networks (GANs) are a class of deep learning models that learn to produce new (or pseudo-real) data. Their advent in 2014 and refinement thereafter have led to them dominating ...