Yes. Garbage has 146 songs listed in a dataset used to train AI music models.

Used for training 146

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 Night Drive Loneliness, Automatic Systematic Habit, Beloved Freak

Listed under the artist name 146 songs in LAION-DISCO-12M

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

Night Drive Loneliness

Listed as Garbage – Night Drive Loneliness (Strange Little Birds) · Watch on YouTube

youtube_video 15xc8xS7c6Q · row 15xc8xS7c6Q

LAION-DISCO-12M

Automatic Systematic Habit

Listed as Garbage – Automatic Systematic Habit (Not Your Kind of People (Deluxe Version)) · Watch on YouTube

youtube_video 3PDPUxm2UJY · row 3PDPUxm2UJY

LAION-DISCO-12M

Beloved Freak

Listed as Garbage – Beloved Freak (Not Your Kind of People (Deluxe Version)) · Watch on YouTube

youtube_video 4rC2UosHG8s · row 4rC2UosHG8s

LAION-DISCO-12M

Uncomfortably Me

Listed as Garbage – Uncomfortably Me (No Gods No Masters) · Watch on YouTube

youtube_video 5R9f2muo-EY · row 5R9f2muo-EY

LAION-DISCO-12M

Sugar

Listed as Garbage – Sugar (Not Your Kind Of People) · Watch on YouTube

youtube_video 6Sr_ZGlboGI · row 6Sr_ZGlboGI

LAION-DISCO-12M

So Like A Rose

Listed as Garbage – So Like A Rose (Beautiful Garbage) · Watch on YouTube

youtube_video 7N98oPxcUGs · row 7N98oPxcUGs

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Untouchable

Listed as Garbage – Untouchable (Beautiful Garbage) · Watch on YouTube

youtube_video 7kbW_fQNOLQ · row 7kbW_fQNOLQ

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Revenge and Hurt

Listed as Garbage – Revenge and Hurt (Lie To Me) · Watch on YouTube

youtube_video B0epbA1rWSM · row B0epbA1rWSM

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I Hate Love

Listed as Garbage – I Hate Love (Not Your Kind Of People) · Watch on YouTube

youtube_video FDncPKh9sv8 · row FDncPKh9sv8

LAION-DISCO-12M

Nobody Can Win: B-Side (2024 Remaster)

Listed as Garbage – Nobody Can Win: B-Side (2024 Remaster) (Bleed Like Me (2024 Remaster)) · Watch on YouTube

youtube_video FyRbaXFcIBc · row FyRbaXFcIBc

LAION-DISCO-12M

Drive You Home

Listed as Garbage – Drive You Home (Beautiful Garbage) · Watch on YouTube

youtube_video Fzv4IbvXco4 · row Fzv4IbvXco4

LAION-DISCO-12M

Starman

Listed as Garbage – Starman (No Gods No Masters) · Watch on YouTube

youtube_video HCwia6t4Yk4 · row HCwia6t4Yk4

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Witness To Your Love (2024 Remaster)

Listed as Garbage – Witness To Your Love (2024 Remaster) (Bleed Like Me (2024 Remaster)) · Watch on YouTube

youtube_video I2zFsiSCUvs · row I2zFsiSCUvs

LAION-DISCO-12M

Big Bright World

Listed as Garbage – Big Bright World (Not Your Kind Of People) · Watch on YouTube

youtube_video J_uBQ361w94 · row J_uBQ361w94

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Empty

Listed as Garbage – Empty (Strange Little Birds) · Watch on YouTube

youtube_video JuRDOy8Ydtg · row JuRDOy8Ydtg

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Even Though Our Love Is Doomed

Listed as Garbage – Even Though Our Love Is Doomed (Strange Little Birds) · Watch on YouTube

youtube_video KXzGrUyRKAo · row KXzGrUyRKAo

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A Woman Destroyed

Listed as Garbage – A Woman Destroyed (No Gods No Masters) · Watch on YouTube

youtube_video Knj0eDgFM_8 · row Knj0eDgFM_8

LAION-DISCO-12M

Can't Seem To Make You Mine

Listed as Garbage – Can't Seem To Make You Mine (Version 2.0 (20th Anniversary Deluxe Edition / Remastered)) · Watch on YouTube

youtube_video LaiWAJ8W-MI · row LaiWAJ8W-MI

LAION-DISCO-12M

This City Will Kill You

Listed as Garbage – This City Will Kill You (No Gods No Masters) · Watch on YouTube

youtube_video M18iq-thExE · row M18iq-thExE

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Nobody Loves You

Listed as Garbage – Nobody Loves You (Beautiful Garbage) · Watch on YouTube

youtube_video NWk--6IbT3U · row NWk--6IbT3U

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Betcha: B-Side (2024 Remaster)

Listed as Garbage – Betcha: B-Side (2024 Remaster) (Bleed Like Me (2024 Remaster)) · Watch on YouTube

youtube_video OkHHG3QwCKU · row OkHHG3QwCKU

LAION-DISCO-12M

Cherry Lips (Go Baby Go!) (Le Royale Mix;2021 Remaster)

Listed as Garbage – Cherry Lips (Go Baby Go!) (Le Royale Mix;2021 Remaster) (Beautiful Garbage (20th Anniversary Edition)) · Watch on YouTube

youtube_video P6Kx8rut7to · row P6Kx8rut7to

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Anonymous XXX

Listed as Garbage – Anonymous XXX (No Gods No Masters) · Watch on YouTube

youtube_video P6tDJqXWge4 · row P6tDJqXWge4

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Metal Heart

Listed as Garbage – Metal Heart (Bleed Like Me) · Watch on YouTube

youtube_video RMh0YZORJTM · row RMh0YZORJTM

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Can't Cry These Tears

Listed as Garbage – Can't Cry These Tears (Beautiful Garbage) · Watch on YouTube

youtube_video RmBdvuNH6jg · row RmBdvuNH6jg

LAION-DISCO-12M

Dog New Tricks (2015 - Remaster)

Listed as Garbage – Dog New Tricks (2015 - Remaster) (Garbage (20th Anniversary Edition)) · Watch on YouTube

youtube_video W0Ky7XgIhUE · row W0Ky7XgIhUE

LAION-DISCO-12M

The Creeps

Listed as Garbage – The Creeps (No Gods No Masters) · Watch on YouTube

youtube_video WVBxDkpERsU · row WVBxDkpERsU

LAION-DISCO-12M

Subhuman (2015 - Remaster)

Listed as Garbage – Subhuman (2015 - Remaster) (Garbage (20th Anniversary Super Deluxe Edition)) · Watch on YouTube

youtube_video b-3LXjUW8zo · row b-3LXjUW8zo

LAION-DISCO-12M

Man on a Wire

Listed as Garbage – Man on a Wire (Not Your Kind of People (Deluxe Version)) · Watch on YouTube

youtube_video bAidBMLErZk · row bAidBMLErZk

LAION-DISCO-12M

Blackout

Listed as Garbage – Blackout (Strange Little Birds) · Watch on YouTube

youtube_video bEz3DqOVaoc · row bEz3DqOVaoc

LAION-DISCO-12M

So We Can Stay Alive

Listed as Garbage – So We Can Stay Alive (Strange Little Birds) · Watch on YouTube

youtube_video cTUr4yA9zx8 · row cTUr4yA9zx8

LAION-DISCO-12M

Silence Is Golden

Listed as Garbage – Silence Is Golden (Beautiful Garbage) · Watch on YouTube

youtube_video cdZHpcr7gLM · row cdZHpcr7gLM

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Battle In Me

Listed as Garbage – Battle In Me (Not Your Kind Of People) · Watch on YouTube

youtube_video eJ1hhoeHtkU · row eJ1hhoeHtkU

LAION-DISCO-12M

Wolves

Listed as Garbage – Wolves (No Gods No Masters) · Watch on YouTube

youtube_video hcvmhr8VGNk · row hcvmhr8VGNk

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Waiting for God

Listed as Garbage – Waiting for God (No Gods No Masters) · Watch on YouTube

youtube_video iRfvI5Wzyuk · row iRfvI5Wzyuk

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Boys Wanna Fight

Listed as Garbage – Boys Wanna Fight (Bleed Like Me) · Watch on YouTube

youtube_video kDyxxiHyCRQ · row kDyxxiHyCRQ

LAION-DISCO-12M

Milk (Siren Mix; 2015 - Remaster)

Listed as Garbage – Milk (Siren Mix; 2015 - Remaster) (Garbage (20th Anniversary Super Deluxe Edition)) · Watch on YouTube

youtube_video k_T3jpvgwYs · row k_T3jpvgwYs

LAION-DISCO-12M

I Just Wanna Have Something to Do: B-Side (2024 Remaster)

Listed as Garbage – I Just Wanna Have Something to Do: B-Side (2024 Remaster) (Bleed Like Me (2024 Remaster)) · Watch on YouTube

youtube_video kwkv7_D5b7M · row kwkv7_D5b7M

LAION-DISCO-12M

As Heaven Is Wide (2015 - Remaster)

Listed as Garbage – As Heaven Is Wide (2015 - Remaster) (Garbage (20th Anniversary Super Deluxe Edition)) · Watch on YouTube

youtube_video l7VYvPwNWcU · row l7VYvPwNWcU

LAION-DISCO-12M

The One

Listed as Garbage – The One (Not Your Kind of People (Deluxe Version)) · Watch on YouTube

youtube_video mjqheK4uoiQ · row mjqheK4uoiQ

LAION-DISCO-12M

Blue Betty

Listed as Garbage – Blue Betty (Witness to Your Love) · Watch on YouTube

youtube_video ozOHjjt4NB4 · row ozOHjjt4NB4

LAION-DISCO-12M

Fix Me Now (2015 - Remaster)

Listed as Garbage – Fix Me Now (2015 - Remaster) (Garbage (20th Anniversary Edition)) · Watch on YouTube

youtube_video rc_PP7Ajh-A · row rc_PP7Ajh-A

LAION-DISCO-12M

Til The Day I Die

Listed as Garbage – Til The Day I Die (Beautiful Garbage) · Watch on YouTube

youtube_video tb7-NG99cwM · row tb7-NG99cwM

LAION-DISCO-12M

Thirteen

Listed as Garbage – Thirteen (Version 2.0 (20th Anniversary Deluxe Edition / Remastered)) · Watch on YouTube

youtube_video uvlmxoMVGBY · row uvlmxoMVGBY

LAION-DISCO-12M

Wicked Ways

Listed as Garbage – Wicked Ways (Version 2.0 (20th Anniversary Deluxe Edition / Remastered)) · Watch on YouTube

youtube_video v_4phxtajKw · row v_4phxtajKw

LAION-DISCO-12M

Sleep (2015 - Remaster)

Listed as Garbage – Sleep (2015 - Remaster) (Garbage (20th Anniversary Super Deluxe Edition)) · Watch on YouTube

youtube_video w62-yRGJySE · row w62-yRGJySE

LAION-DISCO-12M

Happy Home

Listed as Garbage – Happy Home (Bleed Like Me) · Watch on YouTube

youtube_video xxvHr5YdJik · row xxvHr5YdJik

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If I Lost You

Listed as Garbage – If I Lost You (Strange Little Birds) · Watch on YouTube

youtube_video y6xmnRvJbPM · row y6xmnRvJbPM

LAION-DISCO-12M

It's All Over but the Crying

Listed as Garbage – It's All Over but the Crying (Bleed Like Me) · Watch on YouTube

youtube_video yuDBCN6pp80 · row yuDBCN6pp80

LAION-DISCO-12M

Bad Boyfriend ('23 Remix)

Listed as Garbage – Bad Boyfriend ('23 Remix) (Lie To Me) · Watch on YouTube

youtube_video z5SjNBT3Im8 · row z5SjNBT3Im8

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.