Title: Mapping the Universe Traced by Galaxies at z=3-7 Masami Ouchi Space Telescope Science Institute Abstract: I will present results of our on-going survey for proto-clusters and large-scale structures at z=3-7. We have carried out very deep wide-field optical imaging down to i'=27.5 for the contiguous 1 deg^2 field of the Subaru/XMM Deep Field with Subaru/Suprime-Cam. We have obtained maps of the Universe traced by ~20,000 Lyman break galaxies (LBGs) and ~1,000 Ly-a emitters (LAEs) at z=3-6. For the scale of galaxy groups (<1Mpc), I will show the definitive detection of small-scale excess of angular correlation function for LBGs, which indicate that multiple high-z galaxies occupying a single dark halo with a mass of 10^11-10^12 Mo. For the scale of clusters (~1 Mpc) to large-scale structures (~100 Mpc), I will report the discovery of filamentary large-scale structures made of LAEs at z=5.7. In the densest regions of the filamentary LSSs, we have identified two concentrations of LAEs at z=5.67 and 5.69. These concentrations show about 130 times higher star-formation rate density than the mean field at z=5.7. These concentrations may be clusters in a formation phase involving a burst of galaxy formation.