ROBIN THICKE 'I'M JUST TRYING TO GET HER BACK'

Robin Thicke was shockingly candid as he arrived in Washington D.C. Thursday afternoon ... making it clear he's not throwing in the towel on his marriage, telling our photog, "I'm just trying to get her back."

TMZ broke the story ... Paula Patton called him last Friday and said their marriage was over, and Robin flew to Canada -- where she was filming -- in a desperate but failed attempt to change her mind.

As we reported ... things really fell apart after Robin simulated sex with Miley Cyrus onstageat the VMAs last month.  But Robin told our photog, the performance had nothing to do with his marital problems.

Our sources say Paula was livid and felt "utterly disrespected" by Robin's antics with Miley.

Robin is in D.C. for a concert Thursday night.  He says his performance will be the same, even though some of his songs are about Paula.

He told our photog he's just trying to figure things out.

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