Influenced by his father, Kaneyoshi, Fuyuyoshi showed a passion for literature, lectured on Kokon Wakashu (Collection of Ancient and Modern Times), and edited Shinsen Tsukubashu (Collection of Waka Japanese poetry during the late Muromachi Period).
父兼良の影響を受け、学問に熱心で古今和歌集の講義を行ったり、新撰菟玖波集の編纂に尽力した。