Yes. Prefuse 73 has 151 songs listed in a dataset used to train AI music models.

Used for training 151

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 Just The Thought, Fare La Coma (Full Scene), The Only Hand To Hold (feat. Shara Worden)

Listed under the artist name 151 songs in LAION-DISCO-12M

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

Just The Thought

Listed as Prefuse 73 – Just The Thought (Surrounded By Silence) · Watch on YouTube

youtube_video -273r5vAQY0 · row -273r5vAQY0

LAION-DISCO-12M

Fare La Coma (Full Scene)

Listed as Prefuse 73 – Fare La Coma (Full Scene) (New Strategies For Modern Crime Volume 1) · Watch on YouTube

youtube_video 041nNM0a1eU · row 041nNM0a1eU

LAION-DISCO-12M

The Only Hand To Hold (feat. Shara Worden)

Listed as Prefuse 73 – The Only Hand To Hold (feat. Shara Worden) (The Only She Chapters) · Watch on YouTube

youtube_video 0L0QdpjOGQk · row 0L0QdpjOGQk

LAION-DISCO-12M

3 Sounds From 94

Listed as Prefuse 73 – 3 Sounds From 94 (Extinguished) · Watch on YouTube

youtube_video 0lxKua1VP6I · row 0lxKua1VP6I

LAION-DISCO-12M

Basinskitarian

Listed as Prefuse 73 – Basinskitarian (Sacrifices) · Watch on YouTube

youtube_video 0uSvnLCY7Pc · row 0uSvnLCY7Pc

LAION-DISCO-12M

Huevos With Jeff and Rani (on a Minidisc Mic) (feat. Mr. Lif)

Listed as Prefuse 73 – Huevos With Jeff and Rani (on a Minidisc Mic) (feat. Mr. Lif) (One Word Extinguisher) · Watch on YouTube

youtube_video 2wYEOeSqP_U · row 2wYEOeSqP_U

LAION-DISCO-12M

Beaten Thursdays

Listed as Prefuse 73 – Beaten Thursdays (Preparations & Interregnums) · Watch on YouTube

youtube_video 3XugB2dtQi4 · row 3XugB2dtQi4

LAION-DISCO-12M

For Some But Not For Me

Listed as Prefuse 73 – For Some But Not For Me (Extinguished) · Watch on YouTube

youtube_video 46QvBaFXSpw · row 46QvBaFXSpw

LAION-DISCO-12M

Hide Ya Face Reminder Version

Listed as Prefuse 73 – Hide Ya Face Reminder Version (Surrounded By Silence) · Watch on YouTube

youtube_video 9EfBNXmpFbk · row 9EfBNXmpFbk

LAION-DISCO-12M

It Never Entered

Listed as Prefuse 73 – It Never Entered (The '92 Vs '02 Collection) · Watch on YouTube

youtube_video AX3x7az8kaQ · row AX3x7az8kaQ

LAION-DISCO-12M

I've Said All I need To Say About Them Intro

Listed as Prefuse 73 – I've Said All I need To Say About Them Intro (Surrounded By Silence) · Watch on YouTube

youtube_video CAeGyPpMhHU · row CAeGyPpMhHU

LAION-DISCO-12M

Desperate Demise

Listed as Prefuse 73 – Desperate Demise (New Strategies For Modern Crime Volume 1) · Watch on YouTube

youtube_video CFY05mhxoSE · row CFY05mhxoSE

LAION-DISCO-12M

Vikings Invade the Mediterranean But Don't Leave

Listed as Prefuse 73 – Vikings Invade the Mediterranean But Don't Leave (Extinguished) · Watch on YouTube

youtube_video DT-Y5S0J7zw · row DT-Y5S0J7zw

LAION-DISCO-12M

Esta

Listed as Prefuse 73 – Esta (One Word Extinguisher) · Watch on YouTube

youtube_video EQtMlVnLaUo · row EQtMlVnLaUo

LAION-DISCO-12M

Lullabyes and Awakenings

Listed as Prefuse 73 – Lullabyes and Awakenings (New Strategies For Modern Crime Volume 1) · Watch on YouTube

youtube_video EkMvs_Tq6bI · row EkMvs_Tq6bI

LAION-DISCO-12M

The World Is Bigger

Listed as Prefuse 73 – The World Is Bigger (Sacrifices) · Watch on YouTube

youtube_video FI3v8EstEOw · row FI3v8EstEOw

LAION-DISCO-12M

Fare La Corna

Listed as Prefuse 73 – Fare La Corna (New Strategies For Modern Crime Volume 2) · Watch on YouTube

youtube_video H3T8viJ3gk0 · row H3T8viJ3gk0

LAION-DISCO-12M

Bad Memory Interlude One

Listed as Prefuse 73 – Bad Memory Interlude One (Surrounded By Silence) · Watch on YouTube

youtube_video LgvHwLMcmGM · row LgvHwLMcmGM

LAION-DISCO-12M

Pagina Cinco

Listed as Prefuse 73 – Pagina Cinco (Prefuse 73 Reads The Books) · Watch on YouTube

youtube_video M9vo-ifyyLs · row M9vo-ifyyLs

LAION-DISCO-12M

Regalo

Listed as Prefuse 73 – Regalo (Everything She Touched Turned Ampexian) · Watch on YouTube

youtube_video MZtZKnX2nkg · row MZtZKnX2nkg

LAION-DISCO-12M

Radio Attack (Pt2 re-edit)

Listed as Prefuse 73 – Radio Attack (Pt2 re-edit) (Urban Renewal Program) · Watch on YouTube

youtube_video O-mf-AK9H2Q · row O-mf-AK9H2Q

LAION-DISCO-12M

Drum Machine, Cello, Headwrap

Listed as Prefuse 73 – Drum Machine, Cello, Headwrap (Extinguished) · Watch on YouTube

youtube_video OZUHaZEam0g · row OZUHaZEam0g

LAION-DISCO-12M

Suite For The Ways Things Change

Listed as Prefuse 73 – Suite For The Ways Things Change (Extinguished) · Watch on YouTube

youtube_video QV--siuGN1M · row QV--siuGN1M

LAION-DISCO-12M

Cliché Intro

Listed as Prefuse 73 – Cliché Intro (Vocal Studies and Uprock Narratives) · Watch on YouTube

youtube_video RUsfZHYUNtM · row RUsfZHYUNtM

LAION-DISCO-12M

Matrimonioids.....(For Elivin+ Susana Estela)

Listed as Prefuse 73 – Matrimonioids.....(For Elivin+ Susana Estela) (Security Screenings) · Watch on YouTube

youtube_video TC7zpFn-HF8 · row TC7zpFn-HF8

LAION-DISCO-12M

Canine Chorus

Listed as Prefuse 73 – Canine Chorus (New Strategies For Modern Crime Volume 2) · Watch on YouTube

youtube_video VbrKGjP-kl8 · row VbrKGjP-kl8

LAION-DISCO-12M

We Got Our Own Way

Listed as Prefuse 73 – We Got Our Own Way (Surrounded By Silence) · Watch on YouTube

youtube_video W3mfEBkQuj0 · row W3mfEBkQuj0

LAION-DISCO-12M

Girlfriend Boyfriend

Listed as Prefuse 73 – Girlfriend Boyfriend (Preparations & Interregnums) · Watch on YouTube

youtube_video XySQ_i2dfrE · row XySQ_i2dfrE

LAION-DISCO-12M

Trains On Top Of The Game (Interlude)

Listed as Prefuse 73 – Trains On Top Of The Game (Interlude) (One Word Extinguisher) · Watch on YouTube

youtube_video bc7HUBInUfw · row bc7HUBInUfw

LAION-DISCO-12M

Pastel Assassins

Listed as Prefuse 73 – Pastel Assassins (Surrounded By Silence) · Watch on YouTube

youtube_video dHBwnH6-AUs · row dHBwnH6-AUs

LAION-DISCO-12M

Now You're Leaving

Listed as Prefuse 73 – Now You're Leaving (Surrounded By Silence) · Watch on YouTube

youtube_video dv7k1n0M-nI · row dv7k1n0M-nI

LAION-DISCO-12M

Full Recollection

Listed as Prefuse 73 – Full Recollection (New Strategies For Modern Crime Volume 1) · Watch on YouTube

youtube_video eMbXsTU1OXE · row eMbXsTU1OXE

LAION-DISCO-12M

You Are Now Poison

Listed as Prefuse 73 – You Are Now Poison (You Are Now Poison) · Watch on YouTube

youtube_video ePoapVqrI08 · row ePoapVqrI08

LAION-DISCO-12M

90% Of My Mind Is With You

Listed as Prefuse 73 – 90% Of My Mind Is With You (One Word Extinguisher) · Watch on YouTube

youtube_video fXdpE383-pU · row fXdpE383-pU

LAION-DISCO-12M

Overkill Choir

Listed as Prefuse 73 – Overkill Choir (The Forest Of Oversensitivity) · Watch on YouTube

youtube_video gC6ppsLaPDs · row gC6ppsLaPDs

LAION-DISCO-12M

Crash Beat

Listed as Prefuse 73 – Crash Beat (Fudge Beats) · Watch on YouTube

youtube_video gVt1J4RUIy8 · row gVt1J4RUIy8

LAION-DISCO-12M

Altoid Addiction (Interlude)

Listed as Prefuse 73 – Altoid Addiction (Interlude) (One Word Extinguisher) · Watch on YouTube

youtube_video hOOUaz5SYEg · row hOOUaz5SYEg

LAION-DISCO-12M

Wylin Out (K-Kruz Remix)

Listed as Diverse, Prefuse-73, Mos Def – Wylin Out (K-Kruz Remix) (Wylin Out) · Watch on YouTube

youtube_video i3Sy1VWhqqQ · row i3Sy1VWhqqQ

LAION-DISCO-12M

New Salad Intro

Listed as Prefuse 73 – New Salad Intro (Sacrifices) · Watch on YouTube

youtube_video iuOp_BbKjWg · row iuOp_BbKjWg

LAION-DISCO-12M

Untitled

Listed as Prefuse 73 – Untitled (Vocal Studies and Uprock Narratives) · Watch on YouTube

youtube_video jWJ6Er3Zjb0 · row jWJ6Er3Zjb0

LAION-DISCO-12M

Clean Up Scene Apprentice

Listed as Prefuse 73 – Clean Up Scene Apprentice (New Strategies For Modern Crime Volume 1) · Watch on YouTube

youtube_video lz4EdUib5UE · row lz4EdUib5UE

LAION-DISCO-12M

Invigorate (A Prefuse/Dabrye Production)

Listed as Prefuse 73 – Invigorate (A Prefuse/Dabrye Production) (One Word Extinguisher) · Watch on YouTube

youtube_video mBQynQUjFhs · row mBQynQUjFhs

LAION-DISCO-12M

Supermoon Made Me Want To Pee

Listed as The Flaming Lips, Prefuse 73 – Supermoon Made Me Want To Pee (The Flaming Lips And Heady Fwends) · Watch on YouTube

youtube_video oP9N0mXg9i0 · row oP9N0mXg9i0

LAION-DISCO-12M

Mantra

Listed as Prefuse 73 – Mantra (Surrounded By Silence) · Watch on YouTube

youtube_video pzVwxl2MJH0 · row pzVwxl2MJH0

LAION-DISCO-12M

She Needs No Introduction

Listed as Prefuse 73 – She Needs No Introduction (New Strategies For Modern Crime Volume 1) · Watch on YouTube

youtube_video rj18JLh0tQY · row rj18JLh0tQY

LAION-DISCO-12M

Living Life (feat. Rec Center)

Listed as Prefuse 73 – Living Life (feat. Rec Center) (Vocal Studies and Uprock Narratives) · Watch on YouTube

youtube_video sgUjx81nEhE · row sgUjx81nEhE

LAION-DISCO-12M

From The East Intro

Listed as Prefuse 73 – From The East Intro (Preparations & Interregnums) · Watch on YouTube

youtube_video uoGiVY5SqZo · row uoGiVY5SqZo

LAION-DISCO-12M

Young Vet Beat

Listed as Prefuse 73 – Young Vet Beat (Fudge Beats) · Watch on YouTube

youtube_video vlbtDl8t3o8 · row vlbtDl8t3o8

LAION-DISCO-12M

Forever Chase (Scene One)

Listed as Prefuse 73 – Forever Chase (Scene One) (New Strategies For Modern Crime Volume 1) · Watch on YouTube

youtube_video yH4f4SQVuuo · row yH4f4SQVuuo

LAION-DISCO-12M

When Irony Wears Thin

Listed as Prefuse 73 – When Irony Wears Thin (The '92 Vs '02 Collection) · Watch on YouTube

youtube_video zEB-e4NoZmI · row zEB-e4NoZmI

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.