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Rex Features
The singer previously worked with the production and writing team on her 2005 top ten single 'Giving You Up', which appeared on the previous year's Ultimate Kylie compilation.
A source told The Sun: "Kylie has been a huge fan of Xenomania for ages.
"Kylie wants to come back with a bang. Her last album, X, sold quite well but it wasn't the triumphant return to form many people hoped for."
They added: "By working with Xenomania she hopes she can create a really coherent album which will connect her right back to the pop market."
The team have reportedly been asked to contribute six tracks, with the remainder of the record to be penned by songwriter Nerina Pallot.
Other artists linked to Minogue's 11th studio album include Paula Abdul and Frankmusik.
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