Yes. Ginuwine has 113 songs listed in a dataset used to train AI music models.

Used for training 113

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 Because (Bryan Michael Cox Remix), Differences (Mike Rizzo Radio Mix), When Doves Cry (The Big Sox Mix) (feat. Saukrates)

Listed under the artist name 113 songs in LAION-DISCO-12M

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

Just Because (Bryan Michael Cox Remix)

Listed as Ginuwine – Just Because (Bryan Michael Cox Remix) (Just Because) · Watch on YouTube

youtube_video 5HlTyKriw9Q · row 5HlTyKriw9Q

LAION-DISCO-12M

Differences (Mike Rizzo Radio Mix)

Listed as Ginuwine – Differences (Mike Rizzo Radio Mix) (Differences EP) · Watch on YouTube

youtube_video Ctzi8hvLHXY · row Ctzi8hvLHXY

LAION-DISCO-12M

When Doves Cry (The Big Sox Mix) (feat. Saukrates)

Listed as Ginuwine – When Doves Cry (The Big Sox Mix) (feat. Saukrates) (When Doves Cry - The Remixes) · Watch on YouTube

youtube_video McqDzAZcdcg · row McqDzAZcdcg

LAION-DISCO-12M

I Apologize (Remix) (feat. Smigg Dirtee & B-way)

Listed as Ginuwine – I Apologize (Remix) (feat. Smigg Dirtee & B-way) (I Apologize) · Watch on YouTube

youtube_video Ni9fXeOXR9c · row Ni9fXeOXR9c

LAION-DISCO-12M

Differences (Kenny Diaz Mix)

Listed as Ginuwine – Differences (Kenny Diaz Mix) (Differences EP) · Watch on YouTube

youtube_video OkTvZ-IaMhs · row OkTvZ-IaMhs

LAION-DISCO-12M

When Doves Cry (Philarmonic 12")

Listed as Ginuwine – When Doves Cry (Philarmonic 12") (When Doves Cry - The Remixes) · Watch on YouTube

youtube_video Qsbr8HWraIk · row Qsbr8HWraIk

LAION-DISCO-12M

Pony (Mad Love Club Mix)

Listed as Ginuwine – Pony (Mad Love Club Mix) (Pony Remix EP) · Watch on YouTube

youtube_video YZCnOabF_rM · row YZCnOabF_rM

LAION-DISCO-12M

Only When UR Lonely (Remix)

Listed as Ginuwine – Only When UR Lonely (Remix) (Only When UR Lonely) · Watch on YouTube

youtube_video _eqkjWY0u6Q · row _eqkjWY0u6Q

LAION-DISCO-12M

Tell Me Do U Wanna (Natty & Slaps Mix)

Listed as Ginuwine – Tell Me Do U Wanna (Natty & Slaps Mix) (Tell Me Do U Wanna) · Watch on YouTube

youtube_video alYYiKFodDw · row alYYiKFodDw

LAION-DISCO-12M

When Doves Cry (Flava Allstars Mix)

Listed as Ginuwine – When Doves Cry (Flava Allstars Mix) (When Doves Cry - The Remixes) · Watch on YouTube

youtube_video fWh2EofeRYE · row fWh2EofeRYE

LAION-DISCO-12M

Twerk (feat. Tommy Redding)

Listed as Ginuwine – Twerk (feat. Tommy Redding) (I Apologize) · Watch on YouTube

youtube_video rczLPR9EgSA · row rczLPR9EgSA

LAION-DISCO-12M

Holler (Full Crew Smoove Mix)

Listed as Ginuwine – Holler (Full Crew Smoove Mix) (Holler - The Remixes) · Watch on YouTube

youtube_video s7z4o-6yvVY · row s7z4o-6yvVY

LAION-DISCO-12M

When Doves Cry (Reggae 2)

Listed as Ginuwine – When Doves Cry (Reggae 2) (When Doves Cry - The Remixes) · Watch on YouTube

youtube_video t6W05oNWHA4 · row t6W05oNWHA4

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.