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 Til It's Gone, Me Against the Music (Rishi Rich's Desi Kulcha Remix) (feat. Madonna), When Your Eyes Say It

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.

Til It's Gone

Listed as Britney Spears – Til It's Gone (Britney Jean (Deluxe Version)) · Watch on YouTube

youtube_video 0HkEm3bMx9M · row 0HkEm3bMx9M

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Me Against the Music (Rishi Rich's Desi Kulcha Remix) (feat. Madonna)

Listed as Britney Spears – Me Against the Music (Rishi Rich's Desi Kulcha Remix) (feat. Madonna) (In The Zone) · Watch on YouTube

youtube_video 2SPGYTdptFw · row 2SPGYTdptFw

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When Your Eyes Say It

Listed as Britney Spears – When Your Eyes Say It (Oops!... I Did It Again) · Watch on YouTube

youtube_video 2fEnuda2Z5c · row 2fEnuda2Z5c

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Mona Lisa

Listed as Britney Spears – Mona Lisa (Britney & Kevin: Chaotic DVD Bonus Audio) · Watch on YouTube

youtube_video 4rFzuc5Fhro · row 4rFzuc5Fhro

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Just Luv Me

Listed as Britney Spears – Just Luv Me (Glory (Deluxe)) · Watch on YouTube

youtube_video 5AZKr7z9xTU · row 5AZKr7z9xTU

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Why Should I Be Sad

Listed as Britney Spears – Why Should I Be Sad (Blackout) · Watch on YouTube

youtube_video 5fF4n1p_yAU · row 5fF4n1p_yAU

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Before The Goodbye

Listed as Britney Spears – Before The Goodbye (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video 6bGkEmtZGVE · row 6bGkEmtZGVE

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When I Found You

Listed as Britney Spears – When I Found You (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video 7VwGx5HfUeU · row 7VwGx5HfUeU

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Trip to Your Heart

Listed as Britney Spears – Trip to Your Heart (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video 8H97TFiEXBw · row 8H97TFiEXBw

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Deep In My Heart

Listed as Britney Spears – Deep In My Heart (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video 8HhPZW0KYUU · row 8HhPZW0KYUU

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Rock Me In (Main Version)

Listed as Britney Spears – Rock Me In (Main Version) (Circus (Deluxe Version)) · Watch on YouTube

youtube_video 9VZG6mtrzro · row 9VZG6mtrzro

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One Kiss from You

Listed as Britney Spears – One Kiss from You (Oops!... I Did It Again) · Watch on YouTube

youtube_video 9jfdNe7wE1A · row 9jfdNe7wE1A

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Tik Tik Boom (feat. T.I.)

Listed as Britney Spears – Tik Tik Boom (feat. T.I.) (Britney Jean (Deluxe Version)) · Watch on YouTube

youtube_video 9y9l4YNcIZI · row 9y9l4YNcIZI

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Man On The Moon

Listed as Britney Spears – Man On The Moon (Glory (Deluxe)) · Watch on YouTube

youtube_video CWhwBOYUzvA · row CWhwBOYUzvA

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Private Show

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

youtube_video CZ1imvSGimc · row CZ1imvSGimc

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Trouble for Me

Listed as Britney Spears – Trouble for Me (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video DQNm-P_1VVY · row DQNm-P_1VVY

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I Run Away

Listed as Britney Spears – I Run Away (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video E8LG6SkXLmY · row E8LG6SkXLmY

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That's Where You Take Me

Listed as Britney Spears – That's Where You Take Me (Britney (Digital Deluxe Version)) · Watch on YouTube

youtube_video FryQsU9lYJA · row FryQsU9lYJA

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Everybody (Main Version)

Listed as Britney Spears – Everybody (Main Version) (Blackout) · Watch on YouTube

youtube_video HSzY1huWxGY · row HSzY1huWxGY

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Mood Ring (By Demand) [Pride Remix]

Listed as Britney Spears – Mood Ring (By Demand) [Pride Remix] (Glory (Deluxe)) · Watch on YouTube

youtube_video IFllQgTA5eU · row IFllQgTA5eU

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Dear Diary

Listed as Britney Spears – Dear Diary (Oops!... I Did It Again) · Watch on YouTube

youtube_video IR8cPHfLuus · row IR8cPHfLuus

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E-Mail My Heart

Listed as Britney Spears – E-Mail My Heart (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video IgWJ2jy1Vy0 · row IgWJ2jy1Vy0

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Matches

Listed as Britney Spears, Backstreet Boys – Matches (Glory (Deluxe)) · Watch on YouTube

youtube_video LkqXgR-b71k · row LkqXgR-b71k

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Overprotected (Richi Lopez Remix)

Listed as Britney Spears – Overprotected (Richi Lopez Remix) (Crossroads: Special Edition) · Watch on YouTube

youtube_video MkEwRx8NPLA · row MkEwRx8NPLA

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It Should Be Easy (feat. will.i.am)

Listed as Britney Spears – It Should Be Easy (feat. will.i.am) (Britney Jean (Deluxe Version)) · Watch on YouTube

youtube_video N_P4dHiC0qo · row N_P4dHiC0qo

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He About To Lose Me

Listed as Britney Spears – He About To Lose Me (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video NtjfRUBKvLc · row NtjfRUBKvLc

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Liar

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

youtube_video RcomikhIGOg · row RcomikhIGOg

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Toxic Las Vegas (Jamieson Shaw Remix (From The Original Motion Picture Soundtrack ELVIS) DELUXE EDITION)

Listed as Elvis Presley, Britney Spears – Toxic Las Vegas (Jamieson Shaw Remix (From The Original Motion Picture Soundtrack ELVIS) DELUXE EDITION) (Toxic Las Vegas (Jamieson Shaw Remix (From The Original Motion Picture Soundtrack ELVIS) DELUXE EDITION)) · Watch on YouTube

youtube_video SKmd2JYczH8 · row SKmd2JYczH8

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How I Roll

Listed as Britney Spears – How I Roll (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video SxJdLePvVDU · row SxJdLePvVDU

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Mmm Papi

Listed as Britney Spears – Mmm Papi (Circus (Deluxe Version)) · Watch on YouTube

youtube_video UgYkPXtQyqU · row UgYkPXtQyqU

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Do You Wanna Come Over?

Listed as Britney Spears – Do You Wanna Come Over? (Glory (Deluxe)) · Watch on YouTube

youtube_video WVO8jT4lhg8 · row WVO8jT4lhg8

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Chris Cox Megamix

Listed as Britney Spears – Chris Cox Megamix (Greatest Hits: My Prerogative) · Watch on YouTube

youtube_video Wg2kHdUnZxw · row Wg2kHdUnZxw

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The Beat Goes On

Listed as Britney Spears – The Beat Goes On (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video abJSc6KY07M · row abJSc6KY07M

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Brave New Girl

Listed as Britney Spears – Brave New Girl (In The Zone) · Watch on YouTube

youtube_video dsFmROsKJdc · row dsFmROsKJdc

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Autumn Goodbye

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

youtube_video eTo09S0cXtA · row eTo09S0cXtA

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Early Mornin'

Listed as Britney Spears – Early Mornin' (In The Zone) · Watch on YouTube

youtube_video gJn81ivTXZg · row gJn81ivTXZg

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Blur

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

youtube_video jOLc8aIBFfI · row jOLc8aIBFfI

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Seal It with a Kiss

Listed as Britney Spears – Seal It with a Kiss (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video n-nsxLegmcg · row n-nsxLegmcg

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Mannequin

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

youtube_video oaztL7X2eyY · row oaztL7X2eyY

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Big Fat Bass (feat. Britney Spears)

Listed as Britney Spears – Big Fat Bass (feat. Britney Spears) (Femme Fatale (Deluxe Version)) · Watch on YouTube

youtube_video oeOyoRfm8BI · row oeOyoRfm8BI

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Love Me Down

Listed as Britney Spears – Love Me Down (Glory (Deluxe)) · Watch on YouTube

youtube_video pb7Rau8KpEQ · row pb7Rau8KpEQ

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Walk On By (2009 Remaster)

Listed as Britney Spears – Walk On By (2009 Remaster) (The Singles Collection) · Watch on YouTube

youtube_video rPeXpWHDJyE · row rPeXpWHDJyE

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Shadow

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

youtube_video rYVZImW_S-k · row rYVZImW_S-k

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Body Ache

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

youtube_video sog_cTeh5wA · row sog_cTeh5wA

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I Will Still Love You

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

youtube_video uzDHH2QzAGY · row uzDHH2QzAGY

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Mood Ring (By Demand)

Listed as Britney Spears – Mood Ring (By Demand) (Glory (Deluxe)) · Watch on YouTube

youtube_video yyKKfXUpqXs · row yyKKfXUpqXs

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Thinkin' About You

Listed as Britney Spears – Thinkin' About You (...Baby One More Time (Digital Deluxe Version)) · Watch on YouTube

youtube_video zIMtAFnAB7I · row zIMtAFnAB7I

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(You Drive Me) Crazy

Listed as Britney Spears – (You Drive Me) Crazy (Top Of The Pop' s Vol. 2/'99) · Watch on YouTube

youtube_video zRtubN3yeeg · row zRtubN3yeeg

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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.