LISA and Taiji are expected to form a space-based gravitational-wave (GW) detection network in the future. In this work, we make a preliminary forecast for the cosmological parameter estimation with the GW standard siren observation from LISA-Taiji network. We simulate the standard siren data based on a configuration angle of 40 • between LISA and Taiji. Three models for the population of massive black hole binary (MBHB), i.e., pop III, Q3nod, and Q3d, are considered to predict the events of MBHB mergers. We choose the ΛCDM, wCDM, and CPL models as representatives to make an analysis. We find that, for dynamical dark energy models, the LISA-Taiji network could significantly improve the constraints on the equation-of-state parameter of dark energy compared with the single Taiji mission. It is concluded that the GW standard sirens from LISA-Taiji network will become a useful cosmological probe in understanding the nature of dark energy in the future.