Research questionHow can urban mobility demand be forecast across modes with mismatched spatial structures and scarce target histories?Mobility modes divide a city into systems with different spatial granularities, so demand patterns learned in one mode may not align directly with another. Emerging modes may also lack enough historical observations to support reliable forecasting independently.