Yes. The Muffs has 150 songs listed in a dataset used to train AI music models.

Used for training 150

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 Beat Your Heart Out, On and On, Won't Come out to Play

Listed under the artist name 150 songs in LAION-DISCO-12M

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

Beat Your Heart Out

Listed as The Muffs – Beat Your Heart Out (Hamburger) · Watch on YouTube

youtube_video -7Kq7-Z44bw · row -7Kq7-Z44bw

LAION-DISCO-12M

On and On

Listed as The Muffs – On and On (Blonder And Blonder) · Watch on YouTube

youtube_video -iSox2LasKY · row -iSox2LasKY

LAION-DISCO-12M

Won't Come out to Play

Listed as The Muffs – Won't Come out to Play (Blonder And Blonder) · Watch on YouTube

youtube_video 1_6XxQjidig · row 1_6XxQjidig

LAION-DISCO-12M

No Action

Listed as The Muffs – No Action (Hamburger) · Watch on YouTube

youtube_video 31EKxbyx3Os · row 31EKxbyx3Os

LAION-DISCO-12M

Lucky Guy

Listed as The Muffs – Lucky Guy (The Muffs) · Watch on YouTube

youtube_video 5_o41k0PA0s · row 5_o41k0PA0s

LAION-DISCO-12M

Saying Goodbye

Listed as The Muffs – Saying Goodbye (The Muffs) · Watch on YouTube

youtube_video 7SiHQtkrPwE · row 7SiHQtkrPwE

LAION-DISCO-12M

New Love

Listed as The Muffs – New Love (Hamburger) · Watch on YouTube

youtube_video 7qRB0DMOrpU · row 7qRB0DMOrpU

LAION-DISCO-12M

Laying on a Bed of Roses

Listed as The Muffs – Laying on a Bed of Roses (Blonder And Blonder) · Watch on YouTube

youtube_video 9PBSwzyHfLc · row 9PBSwzyHfLc

LAION-DISCO-12M

From Your Girl

Listed as The Muffs – From Your Girl (The Muffs) · Watch on YouTube

youtube_video ALz1bYtv0tM · row ALz1bYtv0tM

LAION-DISCO-12M

Sad Tomorrow

Listed as The Muffs – Sad Tomorrow (Blonder And Blonder) · Watch on YouTube

youtube_video AZVRRrQWXuM · row AZVRRrQWXuM

LAION-DISCO-12M

How I Pass the Time

Listed as The Muffs – How I Pass the Time (Really Really Happy) · Watch on YouTube

youtube_video BhDEVfL4_jY · row BhDEVfL4_jY

LAION-DISCO-12M

Everywhere I Go

Listed as The Muffs – Everywhere I Go (The Muffs) · Watch on YouTube

youtube_video CB7tezt8GnY · row CB7tezt8GnY

LAION-DISCO-12M

Eye to Eye

Listed as THE MUFFS – Eye to Eye (The Muffs) · Watch on YouTube

youtube_video Fi8Hj6RLqoA · row Fi8Hj6RLqoA

LAION-DISCO-12M

Honeymoon

Listed as The Muffs – Honeymoon (Happy Birthday To Me) · Watch on YouTube

youtube_video His66Z63Z3E · row His66Z63Z3E

LAION-DISCO-12M

I Need a Face

Listed as The Muffs – I Need a Face (Blonder And Blonder) · Watch on YouTube

youtube_video I2w72Yywfpc · row I2w72Yywfpc

LAION-DISCO-12M

All for Nothing

Listed as THE MUFFS – All for Nothing (The Muffs) · Watch on YouTube

youtube_video IXCi6ttZBO8 · row IXCi6ttZBO8

LAION-DISCO-12M

Rock & Roll Girl

Listed as The Muffs – Rock & Roll Girl (Hamburger) · Watch on YouTube

youtube_video KzhWmVHca3g · row KzhWmVHca3g

LAION-DISCO-12M

Red Eyed Troll

Listed as The Muffs – Red Eyed Troll (Blonder And Blonder) · Watch on YouTube

youtube_video PV921eydOxs · row PV921eydOxs

LAION-DISCO-12M

Really Really Happy

Listed as The Muffs – Really Really Happy (Really Really Happy) · Watch on YouTube

youtube_video QHMTihiYKe4 · row QHMTihiYKe4

LAION-DISCO-12M

Is It All Okay?

Listed as The Muffs – Is It All Okay? (Happy Birthday To Me) · Watch on YouTube

youtube_video U0DsAdoo91g · row U0DsAdoo91g

LAION-DISCO-12M

Better Than Me

Listed as The Muffs – Better Than Me (The Muffs) · Watch on YouTube

youtube_video VenlCfUmnGA · row VenlCfUmnGA

LAION-DISCO-12M

My Crazy Afternoon

Listed as The Muffs – My Crazy Afternoon (Happy Birthday To Me) · Watch on YouTube

youtube_video Wq3qV5-kjFU · row Wq3qV5-kjFU

LAION-DISCO-12M

Ethyl My Love

Listed as The Muffs – Ethyl My Love (Blonder And Blonder) · Watch on YouTube

youtube_video X2227pM7sy4 · row X2227pM7sy4

LAION-DISCO-12M

Not Like Me

Listed as THE MUFFS – Not Like Me (The Muffs) · Watch on YouTube

youtube_video YROhGd1RcmE · row YROhGd1RcmE

LAION-DISCO-12M

Agony

Listed as The Muffs – Agony (Blonder And Blonder) · Watch on YouTube

youtube_video Yg-_zsdRW9c · row Yg-_zsdRW9c

LAION-DISCO-12M

I Don't Like You

Listed as The Muffs – I Don't Like You (Hamburger) · Watch on YouTube

youtube_video ZfHKD5EyGFE · row ZfHKD5EyGFE

LAION-DISCO-12M

Become Undone

Listed as The Muffs – Become Undone (Hamburger) · Watch on YouTube

youtube_video _61wPL2Km8w · row _61wPL2Km8w

LAION-DISCO-12M

Weird Boy Next Door

Listed as The Muffs – Weird Boy Next Door (Whoop Dee Doo) · Watch on YouTube

youtube_video _98yx4vyR08 · row _98yx4vyR08

LAION-DISCO-12M

Outer Space

Listed as The Muffs – Outer Space (Happy Birthday To Me) · Watch on YouTube

youtube_video _ZJ-ZDLAdlg · row _ZJ-ZDLAdlg

LAION-DISCO-12M

Another Day

Listed as THE MUFFS – Another Day (The Muffs) · Watch on YouTube

youtube_video dg-NbL9yo3c · row dg-NbL9yo3c

LAION-DISCO-12M

Oh Nina

Listed as The Muffs – Oh Nina (Blonder And Blonder) · Watch on YouTube

youtube_video esL3A7es_Uw · row esL3A7es_Uw

LAION-DISCO-12M

A Little Luxury

Listed as The Muffs – A Little Luxury (A Little Luxury) · Watch on YouTube

youtube_video etP_T-jAoTg · row etP_T-jAoTg

LAION-DISCO-12M

You Can Cry If You Want

Listed as The Muffs – You Can Cry If You Want (Hamburger) · Watch on YouTube

youtube_video gw4aXdWxJXI · row gw4aXdWxJXI

LAION-DISCO-12M

Kids in America

Listed as The Muffs – Kids in America (Hamburger) · Watch on YouTube

youtube_video h0SFX8C7Rw8 · row h0SFX8C7Rw8

LAION-DISCO-12M

End It All

Listed as The Muffs – End It All (Blonder And Blonder) · Watch on YouTube

youtube_video jAAnfl_cA8U · row jAAnfl_cA8U

LAION-DISCO-12M

Don't Waste Another Day

Listed as THE MUFFS – Don't Waste Another Day (The Muffs) · Watch on YouTube

youtube_video kUWB3feX_GI · row kUWB3feX_GI

LAION-DISCO-12M

Nothing

Listed as The Muffs – Nothing (Happy Birthday To Me) · Watch on YouTube

youtube_video lpOAuTxA2tQ · row lpOAuTxA2tQ

LAION-DISCO-12M

Every Single Thing

Listed as THE MUFFS – Every Single Thing (The Muffs) · Watch on YouTube

youtube_video nrT0FUU1ji4 · row nrT0FUU1ji4

LAION-DISCO-12M

Keep Holding Me

Listed as The Muffs – Keep Holding Me (Happy Birthday To Me) · Watch on YouTube

youtube_video oEjR8mfltbg · row oEjR8mfltbg

LAION-DISCO-12M

Baby Go Round

Listed as THE MUFFS – Baby Go Round (The Muffs) · Watch on YouTube

youtube_video pBWZCJMG-fs · row pBWZCJMG-fs

LAION-DISCO-12M

Funny Face

Listed as The Muffs – Funny Face (Blonder And Blonder) · Watch on YouTube

youtube_video r0IQDTxQACI · row r0IQDTxQACI

LAION-DISCO-12M

Changes

Listed as The Muffs – Changes (Changes) · Watch on YouTube

youtube_video tmqm337aBo0 · row tmqm337aBo0

LAION-DISCO-12M

That Awful Man

Listed as The Muffs – That Awful Man (Happy Birthday To Me) · Watch on YouTube

youtube_video uiFtyabrIa0 · row uiFtyabrIa0

LAION-DISCO-12M

I'm Confused

Listed as The Muffs – I'm Confused (Blonder And Blonder) · Watch on YouTube

youtube_video urzkvY0AiqE · row urzkvY0AiqE

LAION-DISCO-12M

All Blue Baby

Listed as The Muffs – All Blue Baby (Happy Birthday To Me) · Watch on YouTube

youtube_video v3J-jn5FFZA · row v3J-jn5FFZA

LAION-DISCO-12M

Crush Me

Listed as The Muffs – Crush Me (Happy Birthday To Me) · Watch on YouTube

youtube_video vaMo11FhStQ · row vaMo11FhStQ

LAION-DISCO-12M

I Need You

Listed as THE MUFFS – I Need You (The Muffs) · Watch on YouTube

youtube_video wAwT12U0jgE · row wAwT12U0jgE

LAION-DISCO-12M

What You've Done

Listed as The Muffs – What You've Done (Blonder And Blonder) · Watch on YouTube

youtube_video z0eiUY-K_sI · row z0eiUY-K_sI

LAION-DISCO-12M

Don't Pick on Me

Listed as The Muffs – Don't Pick on Me (Really Really Happy) · Watch on YouTube

youtube_video zlGQ8CXM6Ms · row zlGQ8CXM6Ms

LAION-DISCO-12M

Big Mouth

Listed as THE MUFFS – Big Mouth (The Muffs) · Watch on YouTube

youtube_video zuz92u2v_zo · row zuz92u2v_zo

LAION-DISCO-12M

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.