Shifting Consumption towards Diverse content via Reinforcement Learning - Spotify Research : Spotify Research
Algorithmically generated recommendations power and shape the bulk of music consumption on music streaming platforms. The ability to shift consumption towards less popular content and towards content different from user’s typical historic tastes not only affords the platform ways of handling issues
Shifting Consumption towards Diverse content via Reinforcement Learning | Spotify Research Shifting Consumption towards Diverse content via Reinforcement Learning Algorithmically generated recommendations power and shape the bulk of music consumption on music streaming platforms. The ability to shift consumption towards less popular content and towards content different from user’s typical historic tastes not only affords the platform ways of handling issues such as filter bubbles and popularity bias, but also contributes to maintaining a healthy and sustainable consumption patterns necessary
Explore this link on the map →related reading
- Algorithmic Effects on the Diversity of Consumption on Spotify | Spotify Researchresearch.atspotify.com
- Algorithmic Symphonies: How Spotify Strikes the Right Chord – Illumin Magazine - USC Viterbi School of Engineeringillumin.usc.edu
- The Inner Workings of Spotify’s AI-Powered Music Recommendations: How Spotify Shapes Your Playlist | by Nima Torabi | Beyond the Build | Mediummedium.com
- Spotify Reinforcement Learning Recommendation Systemsophieyanzhao.github.io
- streaming vs listeninggleech.org
- Why does the Spotify algorithm keep serving Sabrina Carpenter’s “Espresso” and Chappell Roan’s “Good Luck, Babe!”? | Voxvox.com
- TikTok’s Secret Sauce | Knight First Amendment Instituteknightcolumbia.org
- Spotify Turns 15: How the Streaming Giant Has Changed Musicvariety.com
- Papers · Nikhil Garggargnikhil.com
- Netflix knows what you like - Digital Innovation and Transformationaiinstitute.hbs.edu
- The Myth of The Algorithm: A system-level view of algorithmic amplification | Knight First Amendment Instituteknightcolumbia.org
- How Spotify is Killing the Open Podcast Ecosystem | KAY SINGHsinghkays.com