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Larsen studied at the Royal Danish Academy of Fine Arts, from which he graduated in 1952. He continued studies subsequently at the Architectural Association School of Architecture and the Massachusetts Institute of Technology. His mentors included Arne Jacobsen and Jørn Utzon.