Music streaming companies heavily depend on recommender techniques to assist users discover and enjoy new musical content material inside large catalogs of hundreds of thousands of songs, artists and albums, with the final aim of improving their experience and engagement (Briand et al., 2021; Schedl et al., 2018; Bendada et al., 2020; Mehrotra et al., 2019). In particular, these providers regularly recommend, on an artist’s profile web page, a ranked record of associated artists that followers additionally listened to or appreciated (Donker, 2019; Johnston, 2019; Kjus, 2016). Referred to as ”Fans Also Like” on Spotify and Soundcloud and as ”Related” or ”Similar Artists” on Amazon Music, Apple Music and Deezer, such a characteristic typically leverages learning to rank fashions (Karatzoglou et al., 2013; Schedl et al., 2018; Rafailidis and Crestani, 2017). It retrieves probably the most relevant artists according to similarity measures usually computed from usage data, e.g. from the proportion of shared listeners throughout artists (Donker, 2019; Johnston, 2019), or from more complicated collaborative filtering models (Jain et al., 2020; Koren and Bell, 2015; Schedl et al., 2018) that predict similarities from the recognized preferences of an artist’s listeners.

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