The news comes a week after the former NBA star was hospitalised after a four-day drugs binge and was found unconscious at a Nevada brothel.
The celebrity TV star has been by his bedside since his hospitalization, making medical decisions for him.
It has now been reported that her change of heart was down to him promising to never take drugs again.
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The former NBA star, is also believed to have expressed his gratitude, thanking her profusely for flying out to be with him and nurse him back to health.
Khloe’s lawyer, Laura Wasser went before a judge Wednesday morning, asking for a withdrawal of the divorce papers they both signed to end their marriage, a request which was approved.
The couple got married in 2009, one month after meeting and five days after announcing their engagement.
They finally got divorced in December 2013, four years after their marriage, citing irreconcilable differences.