It's said Kanye and Bianca want to give their union a second chance after Bianca made the decision to call time on their relationship at the start of this month.
Kanye's racist outbursts, coupled with the controversy surrounding his wife's nude dress, have led many to speculate if the father-of-four and Bianca are on the brink of divorce.
The couple have been plagued with split rumours over recent weeks thanks to a very controversial month which the pair stun onlookers at the Grammy Awards thanks to Bianca posing in a nude dress on the red carpet.
Prior to the statement from their spokesperson, rumours were swirling that the couple had hit rock bottom, with whispers indicating Bianca was on the brink of filing for divorce "a legal filing to end the marriage in the coming days".
The American publication reports a source claiming Kanye and Australian model Bianca have "decided to make their marriage work again" and have "have done a lot of talking this past week and they’re not ready to give up on each other.".