OrderFlowDiT: Transport-Regularized Diffusion Transformer for Probabilistic Limit-Order Supply Forecasting
Findings support incorporating price geometry and volume into generative modeling, with field accuracy and predictive uncertainty evaluated together, in a full-field evaluation framework that combines a transport cost sensitive to price placement and total volume with proper scoring rules and calibration diagnostics.