Yes. Assemblage 23 has 149 songs listed in a dataset used to train AI music models.

Used for training 149

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 Underneath The Ice (Previously unreleased 1995 track), Tried (2021 Mix), Straightjacket (1988)

Listed under the artist name 149 songs in LAION-DISCO-12M

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

Underneath The Ice (Previously unreleased 1995 track)

Listed as Assemblage 23 – Underneath The Ice (Previously unreleased 1995 track) (DOCUMENT) · Watch on YouTube

youtube_video 09pzwx7_5eY · row 09pzwx7_5eY

LAION-DISCO-12M

Tried (2021 Mix)

Listed as Assemblage 23 – Tried (2021 Mix) (Failure (20th Anniversary Edition)) · Watch on YouTube

youtube_video 13EMAJ_Hw5g · row 13EMAJ_Hw5g

LAION-DISCO-12M

Straightjacket (1988)

Listed as Assemblage 23 – Straightjacket (1988) (Early, Rare, & Unreleased (1988-1998)) · Watch on YouTube

youtube_video 2eYO7kya4K8 · row 2eYO7kya4K8

LAION-DISCO-12M

Crescendo

Listed as Assemblage 23 – Crescendo (Mourn (Deluxe Edition)) · Watch on YouTube

youtube_video 3gfeke28KF0 · row 3gfeke28KF0

LAION-DISCO-12M

The Poison Moon

Listed as Assemblage 23 – The Poison Moon (Spark) · Watch on YouTube

youtube_video 3wJe1mxFDhY · row 3wJe1mxFDhY

LAION-DISCO-12M

King Of Insects (Assemblage 23 Remix)

Listed as Assemblage 23 – King Of Insects (Assemblage 23 Remix) (Failure (20th Anniversary Edition)) · Watch on YouTube

youtube_video 4IrD_-hawE4 · row 4IrD_-hawE4

LAION-DISCO-12M

Naked (God Module Remix)

Listed as Assemblage 23 – Naked (God Module Remix) (Addendum) · Watch on YouTube

youtube_video 4cuMAfjwkj8 · row 4cuMAfjwkj8

LAION-DISCO-12M

Apart

Listed as Assemblage 23 – Apart (STORM) · Watch on YouTube

youtube_video 5-AxHUwXDmo · row 5-AxHUwXDmo

LAION-DISCO-12M

Ground (Acoustic Version)

Listed as Assemblage 23 – Ground (Acoustic Version) (GROUND) · Watch on YouTube

youtube_video 88aWX8eWznM · row 88aWX8eWznM

LAION-DISCO-12M

Last Mistake (Dominatrix Mix)

Listed as Assemblage 23 – Last Mistake (Dominatrix Mix) (Electronic Saviors, Vol. 3: Remission) · Watch on YouTube

youtube_video 8jg0f2R504E · row 8jg0f2R504E

LAION-DISCO-12M

Darker

Listed as Assemblage 23 – Darker (LET THE WIND ERASE ME) · Watch on YouTube

youtube_video BbRDpyP_-Vo · row BbRDpyP_-Vo

LAION-DISCO-12M

Document (Ultimate-Gloom-Mix by Echo Image)

Listed as Assemblage 23 – Document (Ultimate-Gloom-Mix by Echo Image) (DOCUMENT) · Watch on YouTube

youtube_video CZLPYOJRD5M · row CZLPYOJRD5M

LAION-DISCO-12M

Divide (Tidal Mix by Cut.Rate.Box)

Listed as Assemblage 23 – Divide (Tidal Mix by Cut.Rate.Box) (Addendum) · Watch on YouTube

youtube_video D4EDJFnepEk · row D4EDJFnepEk

LAION-DISCO-12M

Rain Falls Down (Daniel Myer Vancouver Tribute Rmx)

Listed as Assemblage 23 – Rain Falls Down (Daniel Myer Vancouver Tribute Rmx) (Bruise (Limited Edition)) · Watch on YouTube

youtube_video EsN5u3ujCPA · row EsN5u3ujCPA

LAION-DISCO-12M

Disappoint (Rotersand Rework)

Listed as Assemblage 23 – Disappoint (Rotersand Rework) (Failure (20th Anniversary Edition)) · Watch on YouTube

youtube_video FuuYE9nJMEU · row FuuYE9nJMEU

LAION-DISCO-12M

Document (endanger Mix)

Listed as Assemblage 23 – Document (endanger Mix) (DOCUMENT) · Watch on YouTube

youtube_video M3kENBJus6s · row M3kENBJus6s

LAION-DISCO-12M

Fluorescent Skies

Listed as Assemblage 23 – Fluorescent Skies (Binary) · Watch on YouTube

youtube_video M7b9yQ67vx8 · row M7b9yQ67vx8

LAION-DISCO-12M

Consequence

Listed as Assemblage 23 – Consequence (GROUND) · Watch on YouTube

youtube_video Naxn2I-LmFw · row Naxn2I-LmFw

LAION-DISCO-12M

Grind

Listed as Assemblage 23 – Grind (Compass (Deluxe Edition)) · Watch on YouTube

youtube_video NfkEvi5NWfA · row NfkEvi5NWfA

LAION-DISCO-12M

Welcome, Apocalypse (Neuroactive Remix)

Listed as Assemblage 23 – Welcome, Apocalypse (Neuroactive Remix) (Mourn (Deluxe Edition)) · Watch on YouTube

youtube_video NyZiJrcbhPo · row NyZiJrcbhPo

LAION-DISCO-12M

Spark (Burikusu RMX)

Listed as Assemblage 23 – Spark (Burikusu RMX) (Compass (Deluxe Edition)) · Watch on YouTube

youtube_video SJzPt9fl8V4 · row SJzPt9fl8V4

LAION-DISCO-12M

Dirt

Listed as Assemblage 23 – Dirt (Binary) · Watch on YouTube

youtube_video T1-Hd9L8p-0 · row T1-Hd9L8p-0

LAION-DISCO-12M

Goliath

Listed as Assemblage 23 – Goliath (Endure (Deluxe Edition)) · Watch on YouTube

youtube_video TiShIguh6TM · row TiShIguh6TM

LAION-DISCO-12M

Black Dog

Listed as Assemblage 23 – Black Dog (Mourn (Deluxe Edition)) · Watch on YouTube

youtube_video VJ04R_6yQFs · row VJ04R_6yQFs

LAION-DISCO-12M

The Last Mistake (Cesium 137 Rmx)

Listed as Assemblage 23 – The Last Mistake (Cesium 137 Rmx) (Bruise (Limited Edition)) · Watch on YouTube

youtube_video XFzrDaJM4GE · row XFzrDaJM4GE

LAION-DISCO-12M

Chosen

Listed as Assemblage 23 – Chosen (Compass (Deluxe Edition)) · Watch on YouTube

youtube_video ZKdCHgXsMeM · row ZKdCHgXsMeM

LAION-DISCO-12M

Love My Way (1998)

Listed as Assemblage 23 – Love My Way (1998) (Early, Rare, & Unreleased : Volume 2) · Watch on YouTube

youtube_video _JvMba9sF8w · row _JvMba9sF8w

LAION-DISCO-12M

I Am The Rain (Interface Remix)

Listed as Assemblage 23 – I Am The Rain (Interface Remix) (Failure (20th Anniversary Edition)) · Watch on YouTube

youtube_video aQnB7UD3BGg · row aQnB7UD3BGg

LAION-DISCO-12M

The Drowning Season (Original 1996 Mix)

Listed as Assemblage 23 – The Drowning Season (Original 1996 Mix) (Addendum) · Watch on YouTube

youtube_video cXa0aRwDQc4 · row cXa0aRwDQc4

LAION-DISCO-12M

Bravery (Interface Remix)

Listed as Assemblage 23 – Bravery (Interface Remix) (Endure (Deluxe Edition)) · Watch on YouTube

youtube_video ddf1mSiXzL4 · row ddf1mSiXzL4

LAION-DISCO-12M

Binary (Club Mix)

Listed as Assemblage 23 – Binary (Club Mix) (Binary) · Watch on YouTube

youtube_video dnYQ6Fj1iiM · row dnYQ6Fj1iiM

LAION-DISCO-12M

Afterglow (The Rain Within Remix)

Listed as Assemblage 23 – Afterglow (The Rain Within Remix) (Endure (Deluxe Edition)) · Watch on YouTube

youtube_video ds7wxErFjZk · row ds7wxErFjZk

LAION-DISCO-12M

Breath of Ghosts

Listed as Assemblage 23 – Breath of Ghosts (Addendum) · Watch on YouTube

youtube_video h9KQXrGd2zU · row h9KQXrGd2zU

LAION-DISCO-12M

Silence (Suicide Commando Remix)

Listed as Assemblage 23 – Silence (Suicide Commando Remix) (Failure (20th Anniversary Edition)) · Watch on YouTube

youtube_video h_b4HzHli7E · row h_b4HzHli7E

LAION-DISCO-12M

Tried (Mari Kattman Remix)

Listed as Assemblage 23 – Tried (Mari Kattman Remix) (Failure (20th Anniversary Edition)) · Watch on YouTube

youtube_video iqPc55FHTHQ · row iqPc55FHTHQ

LAION-DISCO-12M

Ignorance

Listed as Assemblage 23 – Ignorance (Endure (Deluxe Edition)) · Watch on YouTube

youtube_video j2KY0vOM7UE · row j2KY0vOM7UE

LAION-DISCO-12M

Pages

Listed as Assemblage 23 – Pages (Contempt) · Watch on YouTube

youtube_video kJkBRcKGFfU · row kJkBRcKGFfU

LAION-DISCO-12M

Coward

Listed as Assemblage 23 – Coward (Contempt) · Watch on YouTube

youtube_video l7jSEJO1UeQ · row l7jSEJO1UeQ

LAION-DISCO-12M

Sun

Listed as Assemblage 23 – Sun (Contempt) · Watch on YouTube

youtube_video pF2F572LPKE · row pF2F572LPKE

LAION-DISCO-12M

Awake (Imperative Reaction Mix)

Listed as Assemblage 23 – Awake (Imperative Reaction Mix) (Addendum) · Watch on YouTube

youtube_video pk6g0t02wEc · row pk6g0t02wEc

LAION-DISCO-12M

Black Day (1988)

Listed as Assemblage 23 – Black Day (1988) (Early, Rare, & Unreleased : Volume 2) · Watch on YouTube

youtube_video r-mBokequx0 · row r-mBokequx0

LAION-DISCO-12M

Longevity (2021 Mix)

Listed as Assemblage 23 – Longevity (2021 Mix) (Failure (20th Anniversary Edition)) · Watch on YouTube

youtube_video r7oESUG16gA · row r7oESUG16gA

LAION-DISCO-12M

The Noise Inside My Head (Grendel Rmx)

Listed as Assemblage 23 – The Noise Inside My Head (Grendel Rmx) (Bruise (Limited Edition)) · Watch on YouTube

youtube_video s9sGKLzqWPA · row s9sGKLzqWPA

LAION-DISCO-12M

The Noise Inside My Head (Boyz Inside My Bed Rmx by Alter Der Ruine)

Listed as Assemblage 23 – The Noise Inside My Head (Boyz Inside My Bed Rmx by Alter Der Ruine) (Bruise (Limited Edition)) · Watch on YouTube

youtube_video scNQwjLgPgo · row scNQwjLgPgo

LAION-DISCO-12M

Skyquake

Listed as Assemblage 23 – Skyquake (Contempt) · Watch on YouTube

youtube_video smog1uGENdY · row smog1uGENdY

LAION-DISCO-12M

Mary Behind the Counter (1994)

Listed as Assemblage 23 – Mary Behind the Counter (1994) (Early, Rare, & Unreleased : Volume 2) · Watch on YouTube

youtube_video vJDkN_ltVgo · row vJDkN_ltVgo

LAION-DISCO-12M

Ambush (1994)

Listed as Assemblage 23 – Ambush (1994) (Early, Rare, & Unreleased (1988-1998)) · Watch on YouTube

youtube_video wlP-Rg1tTVE · row wlP-Rg1tTVE

LAION-DISCO-12M

Never Forgive

Listed as Assemblage 23 – Never Forgive (Contempt) · Watch on YouTube

youtube_video xCV0RzwEa30 · row xCV0RzwEa30

LAION-DISCO-12M

Salt The Earth (Angeltheory Remix) (feat. Angeltheory)

Listed as Assemblage 23 – Salt The Earth (Angeltheory Remix) (feat. Angeltheory) (Endure (Deluxe Edition)) · Watch on YouTube

youtube_video yr8U8LxSioM · row yr8U8LxSioM

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.