The 38-year-old actress' representative confirmed the news to Us weekly.
The baby's name and date of birth have yet to be announced.
Lake and Scott, a New York-based tattoo artist, are also parents to 2-year-old daughter Nova.
The couple met on set of "How to Make It in America" in 2011 and tied the knot in June 2013.
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