The appearances come amid Timothée's star turn in the Bob Dylan biopic A Complete Unknown, which has earned him BAFTA, Critics Choice, and Golden Globe award nominations — and a source tells People that Kylie is "having fun" being by his side during this peak moment in his life.

The makeup mogul “has never felt like this about anybody else before and definitely sees a future with him,” the insider says.