We propose FlowMixer, a single-layer architecture using semi-group properties to eliminate neural depth search, achieving competitive multivariate forecasting with interpretable Kronecker-Koopman eigenmodes and algebraic horizon manipulation.

Bubbleformer is a transformer-based model that forecasts boiling dynamics and generalizes across fluids, flow regimes, and boundary conditions.