The two were together at their L.A. home Wednesday night, a source told E! News exclusively, adding, "They were very sweet together and were very much together."
"They are going through a lot but from what it seems like they are doing it together and getting through it," the source added. "It's been a very rough year for her."
Another source had told E! News last week that Kim and Kanye are "strong" and doing fine as a couple.
"Just because the paparazzi don't see him, they're like, 'Oh, Kanye's not with Kim anymore.' That's bulls--t.'" the source said.