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The on-again couple was spotted leaving hot yoga studio Hot Pilates together in West Hollywood, California, on Wednesday.
Gomez wore royal blue Puma leggings with a white sweatshirt and tennis shoes for the workout. She carried a black purse and her phone in her hand. Meanwhile, Bieber, 23, had on a white tank top, sneakers and white gym shorts with yellow-and-orange strips on the side.