This talk will exhibit recent progress in the studies of Einstein manifolds in the non-compact setting. We will focus on recent classification and compactification results for non-compact special holonomy spaces. These spaces usually appear as blow-up models arising in the degenerations of Einstein spaces with special holonomy, e.g., hyperkaehler metrics, Calabi-Yau metrics, etc.

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