Yes. Britney Spears has 148 songs listed in a dataset used to train AI music models.

Used for training 148

songs in LAION-DISCO-12M under the artist name

A list of 12 million songs on YouTube Music, gathered by walking artist pages, that LAION published in 2024 for training general music models.

Including And Then We Kiss (Junkie XL Remix), Selfish, Lace and Leather

Listed under the artist name 148 songs in LAION-DISCO-12M

Matched exactly: this YouTube Music artist id is the one the dataset lists these songs under.

And Then We Kiss (Junkie XL Remix)

Listed as Britney Spears – And Then We Kiss (Junkie XL Remix) (B in the Mix, The Remixes (Deluxe Version)) · Watch on YouTube

youtube_video -3tWy0u6hGA · row -3tWy0u6hGA

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Selfish

Listed as Britney Spears – Selfish (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video 1zOUvxOzxZM · row 1zOUvxOzxZM

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Lace and Leather

Listed as Britney Spears – Lace and Leather (Circus (Deluxe Version)) · Watch on YouTube

youtube_video 28GfCg-JKeE · row 28GfCg-JKeE

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What It's Like to Be Me

Listed as Britney Spears – What It's Like to Be Me (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video 2IQgJx05JxE · row 2IQgJx05JxE

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Inside Out

Listed as Britney Spears – Inside Out (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video 2jhcghC8a9g · row 2jhcghC8a9g

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Touch of My Hand

Listed as Britney Spears – Touch of My Hand (In The Zone) · Watch on YouTube

youtube_video 62G0WSnOp8Y · row 62G0WSnOp8Y

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Ooh Ooh Baby

Listed as Britney Spears – Ooh Ooh Baby (Blackout) · Watch on YouTube

youtube_video 790lgFGKjns · row 790lgFGKjns

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Invitation

Listed as Britney Spears – Invitation (Glory (Deluxe)) · Watch on YouTube

youtube_video 8dTVieou00k · row 8dTVieou00k

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Can't Make You Love Me

Listed as Britney Spears – Can't Make You Love Me (Oops!... I Did It Again) · Watch on YouTube

youtube_video DPZWl1nOuTA · row DPZWl1nOuTA

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Showdown

Listed as Britney Spears – Showdown (In The Zone) · Watch on YouTube

youtube_video FTrRUbTHWb0 · row FTrRUbTHWb0

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(You Drive Me) Crazy

Listed as Britney Spears – (You Drive Me) Crazy (American Spirit) · Watch on YouTube

youtube_video GlnpJK3or2U · row GlnpJK3or2U

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Soda Pop

Listed as Britney Spears – Soda Pop (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video KBn9DfhijaA · row KBn9DfhijaA

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Change Your Mind (No Seas Cortes)

Listed as Britney Spears – Change Your Mind (No Seas Cortes) (Glory (Deluxe)) · Watch on YouTube

youtube_video LSYjaFixw4c · row LSYjaFixw4c

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Toxic (Y2K & Alexander Lewis Remix)

Listed as Britney Spears – Toxic (Y2K & Alexander Lewis Remix) (Toxic (Y2K & Alexander Lewis Remix)) · Watch on YouTube

youtube_video MvGJLKKIXCA · row MvGJLKKIXCA

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Someday (I Will Understand)

Listed as Britney Spears – Someday (I Will Understand) (Britney & Kevin: Chaotic DVD Bonus Audio) · Watch on YouTube

youtube_video OACRMTx6bLk · row OACRMTx6bLk

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Anticipating

Listed as Britney Spears – Anticipating (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video Qu-j1T3fza4 · row Qu-j1T3fza4

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Toy Soldier

Listed as Britney Spears – Toy Soldier (Blackout) · Watch on YouTube

youtube_video R60NQkzCHEg · row R60NQkzCHEg

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My Only Wish (This Year)

Listed as Britney Spears – My Only Wish (This Year) (My Only Wish (This Year)) · Watch on YouTube

youtube_video RhaMVUGGhwY · row RhaMVUGGhwY

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Heaven On Earth

Listed as Britney Spears – Heaven On Earth (Blackout) · Watch on YouTube

youtube_video RwljyjvohSo · row RwljyjvohSo

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Don't Go Knockin' on My Door

Listed as Britney Spears – Don't Go Knockin' on My Door (Oops!... I Did It Again) · Watch on YouTube

youtube_video T1qoWjzprsM · row T1qoWjzprsM

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(Drop Dead) Beautiful (feat. Sabi)

Listed as Britney Spears – (Drop Dead) Beautiful (feat. Sabi) (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video U2L9otQDK-A · row U2L9otQDK-A

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Cinderella

Listed as Britney Spears – Cinderella (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video UmJIy6BTD_c · row UmJIy6BTD_c

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Till the World Ends (Twister Remix)

Listed as Britney Spears – Till the World Ends (Twister Remix) (Till the World Ends (Twister Remix)) · Watch on YouTube

youtube_video UstkZwoRuWQ · row UstkZwoRuWQ

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Hot as Ice

Listed as Britney Spears – Hot as Ice (Blackout) · Watch on YouTube

youtube_video W7x5b13bJGs · row W7x5b13bJGs

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Phonography (Main Version)

Listed as Britney Spears – Phonography (Main Version) (Circus (Deluxe Version)) · Watch on YouTube

youtube_video ZNAw3hCfgps · row ZNAw3hCfgps

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Swimming In The Stars

Listed as Britney Spears – Swimming In The Stars (Glory (Deluxe)) · Watch on YouTube

youtube_video ZsDHEgLIa_M · row ZsDHEgLIa_M

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Boys

Listed as Britney Spears – Boys (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video _5AWvg5IVLM · row _5AWvg5IVLM

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Up N' Down

Listed as Britney Spears – Up N' Down (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video _jxwQWVI-jA · row _jxwQWVI-jA

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(I Got That) Boom Boom (feat. Ying Yang Twins)

Listed as Britney Spears – (I Got That) Boom Boom (feat. Ying Yang Twins) (In The Zone) · Watch on YouTube

youtube_video aK3B8Afjal8 · row aK3B8Afjal8

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Kill the Lights

Listed as Britney Spears – Kill the Lights (Circus (Deluxe Version)) · Watch on YouTube

youtube_video bJmH5Zdhdeo · row bJmH5Zdhdeo

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Out from Under

Listed as Britney Spears – Out from Under (Circus (Deluxe Version)) · Watch on YouTube

youtube_video cdatSSxYYfU · row cdatSSxYYfU

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Freakshow

Listed as Britney Spears – Freakshow (Blackout) · Watch on YouTube

youtube_video cwmzlqipq7Y · row cwmzlqipq7Y

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Get Naked (I Got a Plan)

Listed as Britney Spears – Get Naked (I Got a Plan) (Blackout) · Watch on YouTube

youtube_video dgPoRi08pFk · row dgPoRi08pFk

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Unusual You

Listed as Britney Spears – Unusual You (Circus (Deluxe Version)) · Watch on YouTube

youtube_video dhP8Jx4kO5I · row dhP8Jx4kO5I

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I Love Rock 'N' Roll (Frank Walker Remix)

Listed as Britney Spears – I Love Rock 'N' Roll (Frank Walker Remix) (Crossroads: Special Edition) · Watch on YouTube

youtube_video dnTdrZGl77k · row dnTdrZGl77k

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Alien

Listed as Britney Spears – Alien (Britney Jean (Deluxe Version)) · Watch on YouTube

youtube_video gJ1MbfTaA2M · row gJ1MbfTaA2M

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Perfect Lover

Listed as Britney Spears – Perfect Lover (Blackout) · Watch on YouTube

youtube_video gtZw6TtflJI · row gtZw6TtflJI

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Shattered Glass

Listed as Britney Spears – Shattered Glass (Circus (Deluxe Version)) · Watch on YouTube

youtube_video jX6Bmoy4FFg · row jX6Bmoy4FFg

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Lonely

Listed as Britney Spears – Lonely (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video lII_sdBMFQg · row lII_sdBMFQg

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Where Are You Now

Listed as Britney Spears – Where Are You Now (Oops!... I Did It Again) · Watch on YouTube

youtube_video omGxr4BnY5A · row omGxr4BnY5A

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I'll Never Stop Loving You

Listed as Britney Spears – I'll Never Stop Loving You (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video pGHgXiM4jV0 · row pGHgXiM4jV0

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The Hook Up

Listed as Britney Spears – The Hook Up (In The Zone) · Watch on YouTube

youtube_video pus9ipccNM0 · row pus9ipccNM0

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Overprotected (The Darkchild Remix - Remastered)

Listed as Britney Spears – Overprotected (The Darkchild Remix - Remastered) (The Singles Collection) · Watch on YouTube

youtube_video tBtKtDjLZrI · row tBtKtDjLZrI

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Let Me Be

Listed as Britney Spears – Let Me Be (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video tVoJAiygqi4 · row tVoJAiygqi4

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I Will Be There

Listed as Britney Spears – I Will Be There (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video uYcDNDfzOsc · row uYcDNDfzOsc

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(I've Just Begun) Having My Fun (Non-Album Bonus Track)

Listed as Britney Spears – (I've Just Begun) Having My Fun (Non-Album Bonus Track) (Greatest Hits: My Prerogative) · Watch on YouTube

youtube_video wGjhVLj-ytw · row wGjhVLj-ytw

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Bombastic Love

Listed as Britney Spears – Bombastic Love (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video wNcZ6SSq49Q · row wNcZ6SSq49Q

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Gasoline

Listed as Britney Spears – Gasoline (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video wetUNl-C3II · row wetUNl-C3II

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(I Can't Get No) Satisfaction

Listed as Britney Spears – (I Can't Get No) Satisfaction (Oops!... I Did It Again) · Watch on YouTube

youtube_video wyd9dP78s7M · row wyd9dP78s7M

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My Only Wish (This Year)

Listed as Britney Spears – My Only Wish (This Year) (Christmas Favorites) · Watch on YouTube

youtube_video x-Z4bcWF-pQ · row x-Z4bcWF-pQ

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What this means

Last reviewed 2026-09-24.

Presence in a public research dataset shows that a clip of your recording was listed by academic or industry researchers as material for building or testing audio models. It does not by itself show which commercial products, if any, used the clip. The legal picture is moving. On 31 July 2026 the Regional Court of Munich I ruled in GEMA's case against Suno (case 42 O 763/25) that reproducing works for training, holding them in a model in retrievable form, and generating similar outputs can each infringe copyright under German and EU law; the judgment is not final and can be appealed. In the United States, Warner Music Group settled its claims against Suno on 25 November 2025 with a licensing deal, while the parallel claims by Universal and Sony were still pending at that point. Since then BMG (12 August 2026) and Believe/TuneCore (8 September 2026) have signed opt-in licensing deals with Suno.

What you can do

3 routes. None is a guarantee.

UK, PRS members. Send PRS for Music your report and ask what collective or licensing route covers your works.
- PRS for Music and Artificial Intelligence, Version 1 (October 2025), 2025-10-01
- PRS for Music: AI and music copyright, 2026-09-24
Germany, GEMA members. GEMA won a first-instance ruling against Suno on 31 July 2026 and has a licensing model. Ask how they apply to your repertoire.
- GEMA: Suno AI and OpenAI, GEMA sues for fair compensation, 2025-01-21
- DLA Piper: GEMA v Suno, Munich Regional Court judgment of 31 July 2026, 2026-08-28
- Music Business Worldwide: Germany's GEMA launches AI Charter, 2024-11-05
Signed to Warner, BMG or Believe/TuneCore. Each has an opt-in licensing deal with Suno. Ask your label what opting in or out means for you and whether any settlement money reaches artists.
- Music Business Worldwide: Warner Music Group settles with Suno, 2025-11-25
- Music Ally: Suno signs another music licensing deal, with BMG, 2026-08-12
- Music Business Worldwide: Suno inks global deal with Believe, 2026-09-08

Is this you?

Check another name

These pages report where identifiers from public research datasets point. Presence in a dataset is a fact about the dataset, not a claim about the channel or artist, and says nothing about what any company did with the material. If you are this artist and want this page removed, see removals.