Kanye West and his wife, Bianca Censori, appear to have cut short their ‘break.’

The 46-year-old rapper and the Australian architect were spotted looking loved-up as they partied the night away at a private celebration in Dubai.

The Monster rapper was also seen dancing to his latest single, Vultures, at the bash with several of his friends and regular collaborators, including Chris Brown and Ty Dolla $ign.

Kanye and Bianca were previously reported to be ‘taking a break’ since October, when DailyMail.com exclusively reported that her friends got through to her with an intervention over fears about West’s allegedly ‘controlling ways.’

Sources also told DailyMail.com that he had ditched his current wife to spend some one-on-one time with his daughter North, though they appear to have reunited with their current trip to Dubai.

Still loved-up: Kanye West, 46, reunited with his wife, Bianca Censori, at a party in Dubai after video of the event surfaced on social media on Thursday

Intimate: The rapper got close to his wife as they watched dancers showing off. He was dressed in all black with a scarf or spare shirt draped over his head

In videos captured at the party and shared to social media, he could be seen grinning ear to ear and at one point stood next to his scantily clad wife.

Video from the party showed Kanye in an all-black ensemble, including baggy sweatpants and a nondescript short-sleeve black T-shirt.

He also made the odd choice to drape what looked like either a black scarf or a spare long-sleeve shirt over his head, as if he was wearing a hood.

Next to him, Bianca put on a busty display in a low-cut silver bikini-style top.

She showcased her toned midriff thanks to her short white miniskirt, which had a dangling strip of fabric reaching down to her ankles.

She completed the casual ensemble with what looked like fuzzy white heels.

The lovebirds were beaming eat to ear as they watched some impressive dancing moves from party attendees, and Bianca appeared to be sipping on a glass of wine.

In the comments, multiple users expressed their joy at seeing Kanye and Bianca back together again after their tumultuous time apart.

Also joining Ye at the party was his longtime friend and collaborator, Chris Brown, who had on a black button-up vest that highlighted his numerous tattoos, along with black pants.

He seemed to be having just as good of a time as Kanye, and he grinned while dancing energetically among the crowd.

West’s current collaborator Ty Dolla $ign was also spotted amid the party’s guests.

The singer has lately been working on a collaborative album with the Flashing Lights rapper, and earlier this month they released a single from the project, titled Vultures.

Skimpy: Next to him, Bianca put on a busty display in a low-cut silver bikini-style top and a white mini skirt

Pals: Also joining Ye at the party was his longtime friend and collaborator Chris Brown, who had on a black button-up vest that highlighted his numerous tattoos, along with black pants

Album mate: West’s current collaborator Ty Dolla $ign was also spotted amid the party’s guests

The track could be heard playing in the video, and Kanye and Chris both seemed to be particularly enjoying the music.

The song references West’s controversy over anti-Semitic statements he made earlier this year.

‘How am I antisemitic? I just f***ed a Jewish b****,’ he raps at one point, and that line was prominently featured in the videos.

It appeared to get a laugh out of Brown when it played over the speakers.

West was also pictured in photos posted by Chef Nobu Matsuhisa at the Dubai location of his popular Nobu franchise. The chef smiled while raising a leg as he stood next to the rapper, who was unexpectedly barefoot.

‘The reason he was barefoot was because he gave me a pair of shoes of his design that he wore,’ the restaurateur explained in his caption.

Kanye’s trip to Dubai comes after insiders exclusively told DailyMail.com that he ‘broke down’ and took his oldest daughter North, 10, on a trip to Saudi Arabia and Dubai without Bianca, though she has now rejoined him.

West’s ex-wife Kim Kardashian recently recalled on her Hulu reality series The Kardashians how North had thrown a tantrum over her posh lifestyle at their Calabasas mansion, which is fully stocked with security guards, nannies and personal chefs.

After seeing Kim’s comments, sources said Kanye ditched Bianca because North ‘needs him,’ though he later reunited with his wife on the trip.

Notably, North wasn’t seen in the video clips from the boisterous party.

‘Kanye needed to spend time with North,’ a source told DailyMail.com.

‘After he saw what Kim said on the show he broke down because he realizes how much North needs him.

Back on: Kanye’s trip to Dubai comes after insiders exclusively told DailyMail.com that he ‘broke down’ and took his oldest daughter North, 10, on a trip to Saudi Arabia and Dubai without Bianca, though she has now rejoined him

Odd choice: West was also pictured barefoot in photos posted by Chef Nobu Matsuhisa at the Dubai location of his popular Nobu franchise

Sacrificing his shoes: ‘The reason he was barefoot was because he gave me a pair of shoes of his design that he wore,’ the restaurateur explained in his caption

Family: West has been working on and off in the Saudi Arabia on an album with Ty Dolla $ign, the singer shared earlier this month, but sources said he ditched her at some point to fly his daughter North out to Arabia and Dubai for some one-on-one time; seen in May in LA

Inside look: On a recent episode of The Kardashians, his ex Kim Kardashian revealed North cried while asking why they can’t like in an apartment like her father. Kanye ‘broke down’ after seeing the segment and set up the father–daughter holiday

‘Hearing this from Kim about North angered Kanye and made him very upset,’ they continued. ‘North is definitely a daddy’s girl and Kanye misses not seeing her every single day.’

Bianca, who has reportedly ‘done her best to get to know North,’ flew back home to Melbourne, Australia, after ‘it was made clear to her that Kanye would only be taking North with him.’

‘Kanye needed to spend time with North and Bianca understood,’ the source added.

The trip may have been earlier this month, as Ty Dolla $ign previously revealed at one of his that he had just flown back from Saudi Arabia, where he has been recording his album with West.