Yes. Halsey has 152 songs listed in a dataset used to train AI music models.

Used for training 152

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 killing boys, Dominic's Interlude, Easier than Lying

Listed under the artist name 152 songs in LAION-DISCO-12M

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

killing boys

Listed as Halsey – killing boys (Manic) · Watch on YouTube

youtube_video -PfQrMSkWMk · row -PfQrMSkWMk

LAION-DISCO-12M

Dominic's Interlude

Listed as Halsey, Dominic Fike – Dominic's Interlude (Manic) · Watch on YouTube

youtube_video 03Onx-UQVww · row 03Onx-UQVww

LAION-DISCO-12M

Easier than Lying

Listed as Halsey – Easier than Lying (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video 2qGLrWIn4WQ · row 2qGLrWIn4WQ

LAION-DISCO-12M

Darling

Listed as Halsey – Darling (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video 2sOsbnnnBU8 · row 2sOsbnnnBU8

LAION-DISCO-12M

Ya'aburnee

Listed as Halsey – Ya'aburnee (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video 5NhB9ZNAbx4 · row 5NhB9ZNAbx4

LAION-DISCO-12M

Colors (Audien Remix)

Listed as Halsey – Colors (Audien Remix) (Complementary Colors) · Watch on YouTube

youtube_video 5i4K4QWG0Jw · row 5i4K4QWG0Jw

LAION-DISCO-12M

Hopeless (feat. Cashmere Cat)

Listed as Halsey – Hopeless (feat. Cashmere Cat) (hopeless fountain kingdom) · Watch on YouTube

youtube_video 5qGYRjJP1Rw · row 5qGYRjJP1Rw

LAION-DISCO-12M

Colors (Stripped)

Listed as Halsey – Colors (Stripped) (Complementary Colors) · Watch on YouTube

youtube_video 6MW9VaB6e-I · row 6MW9VaB6e-I

LAION-DISCO-12M

Listed as Halsey – More (Manic) · Watch on YouTube

youtube_video 6k9oDKK5jI8 · row 6k9oDKK5jI8

LAION-DISCO-12M

You should be sad (Acoustic)

Listed as Halsey – You should be sad (Acoustic) (Manic) · Watch on YouTube

youtube_video 6n8SWTqXMAE · row 6n8SWTqXMAE

LAION-DISCO-12M

Lilith

Listed as Halsey – Lilith (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video 7q-cSgDax3Q · row 7q-cSgDax3Q

LAION-DISCO-12M

clementine

Listed as Halsey – clementine (Manic) · Watch on YouTube

youtube_video AZUeywk-o_c · row AZUeywk-o_c

LAION-DISCO-12M

Lie (feat. Quavo)

Listed as Halsey – Lie (feat. Quavo) (hopeless fountain kingdom) · Watch on YouTube

youtube_video CaLGp6gmTdk · row CaLGp6gmTdk

LAION-DISCO-12M

Drive

Listed as Halsey – Drive (BADLANDS) · Watch on YouTube

youtube_video E4wdGwGFwAY · row E4wdGwGFwAY

LAION-DISCO-12M

Alanis' Interlude

Listed as Halsey, Alanis Morissette – Alanis' Interlude (Manic) · Watch on YouTube

youtube_video FHU-PmuZ9uk · row FHU-PmuZ9uk

LAION-DISCO-12M

Forever ... (is a long time)

Listed as Halsey – Forever ... (is a long time) (Manic) · Watch on YouTube

youtube_video FdgtL80W_QA · row FdgtL80W_QA

LAION-DISCO-12M

I Walk the Line

Listed as Halsey – I Walk the Line (BADLANDS (Deluxe)) · Watch on YouTube

youtube_video KQtuaRopRSs · row KQtuaRopRSs

LAION-DISCO-12M

Strange Love

Listed as Halsey – Strange Love (BADLANDS (Deluxe)) · Watch on YouTube

youtube_video M4yFn4pjuYk · row M4yFn4pjuYk

LAION-DISCO-12M

Whispers

Listed as Halsey – Whispers (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video OI6x_BX8-sM · row OI6x_BX8-sM

LAION-DISCO-12M

Empty Gold

Listed as Halsey – Empty Gold (Room 93) · Watch on YouTube

youtube_video PB8TP2cxOyU · row PB8TP2cxOyU

LAION-DISCO-12M

The Lighthouse

Listed as Halsey – The Lighthouse (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video QUrjLW_bcVM · row QUrjLW_bcVM

LAION-DISCO-12M

929

Listed as Halsey – 929 (Manic) · Watch on YouTube

youtube_video QuMX4WjP8s4 · row QuMX4WjP8s4

LAION-DISCO-12M

100 Letters

Listed as Halsey – 100 Letters (hopeless fountain kingdom) · Watch on YouTube

youtube_video SmMp-HPg02U · row SmMp-HPg02U

LAION-DISCO-12M

Roman Holiday

Listed as Halsey – Roman Holiday (BADLANDS) · Watch on YouTube

youtube_video VYhdidQOCpY · row VYhdidQOCpY

LAION-DISCO-12M

Experiment On Me

Listed as Halsey – Experiment On Me (Birds of Prey: The Album) · Watch on YouTube

youtube_video WeUf6hYGvqM · row WeUf6hYGvqM

LAION-DISCO-12M

Colors, pt. II

Listed as Halsey – Colors, pt. II (BADLANDS (Deluxe)) · Watch on YouTube

youtube_video XLDSqCq4ees · row XLDSqCq4ees

LAION-DISCO-12M

Angel on Fire

Listed as Halsey – Angel on Fire (hopeless fountain kingdom (Deluxe)) · Watch on YouTube

youtube_video Xk9JSNGTBRA · row Xk9JSNGTBRA

LAION-DISCO-12M

The End

Listed as Halsey – The End (The End) · Watch on YouTube

youtube_video Xko6WxLWayg · row Xko6WxLWayg

LAION-DISCO-12M

Ashley

Listed as Halsey – Ashley (Manic) · Watch on YouTube

youtube_video _7FaMmsU8PI · row _7FaMmsU8PI

LAION-DISCO-12M

Coming Down

Listed as Halsey – Coming Down (BADLANDS) · Watch on YouTube

youtube_video aIHl_aRDKws · row aIHl_aRDKws

LAION-DISCO-12M

3am (Stripped)

Listed as Halsey – 3am (Stripped) (Manic) · Watch on YouTube

youtube_video aYrlrC6wHCc · row aYrlrC6wHCc

LAION-DISCO-12M

Young God

Listed as Halsey – Young God (BADLANDS) · Watch on YouTube

youtube_video acpzKtWIA2Y · row acpzKtWIA2Y

LAION-DISCO-12M

So Good (Stripped)

Listed as Halsey – So Good (Stripped) (So Good (Stripped)) · Watch on YouTube

youtube_video dkFUVXHJYYI · row dkFUVXHJYYI

LAION-DISCO-12M

Be Kind (Surf Mesa Remix)

Listed as Marshmello, Halsey, Surf Mesa – Be Kind (Surf Mesa Remix) (Be Kind (Surf Mesa Remix)) · Watch on YouTube

youtube_video gUlZz2pDK9E · row gUlZz2pDK9E

LAION-DISCO-12M

Be Kind (Stripped)

Listed as Marshmello, Halsey – Be Kind (Stripped) (Be Kind (Stripped)) · Watch on YouTube

youtube_video hVBz9cbm8J8 · row hVBz9cbm8J8

LAION-DISCO-12M

Girl is a Gun

Listed as Halsey – Girl is a Gun (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video kPHgeLFzTow · row kPHgeLFzTow

LAION-DISCO-12M

The Tradition

Listed as Halsey – The Tradition (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video lsmuW01m0AE · row lsmuW01m0AE

LAION-DISCO-12M

1121

Listed as Halsey – 1121 (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video mzoKHhxgdKA · row mzoKHhxgdKA

LAION-DISCO-12M

Heaven in Hiding

Listed as Halsey – Heaven in Hiding (hopeless fountain kingdom (Deluxe)) · Watch on YouTube

youtube_video omflnIr1Xts · row omflnIr1Xts

LAION-DISCO-12M

I HATE EVERYBODY

Listed as Halsey – I HATE EVERYBODY (Manic) · Watch on YouTube

youtube_video ouNV3XMoWiI · row ouNV3XMoWiI

LAION-DISCO-12M

Hurricane (Arty Remix)

Listed as Halsey – Hurricane (Arty Remix) (Room 93 (The Remixes)) · Watch on YouTube

youtube_video pyhbj4kob6Q · row pyhbj4kob6Q

LAION-DISCO-12M

Bells in Santa Fe

Listed as Halsey – Bells in Santa Fe (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video qB2rNQC4KIQ · row qB2rNQC4KIQ

LAION-DISCO-12M

Devil in Me

Listed as Halsey – Devil in Me (hopeless fountain kingdom) · Watch on YouTube

youtube_video sUEkJJvmpUM · row sUEkJJvmpUM

LAION-DISCO-12M

Without Me (Stripped)

Listed as Halsey – Without Me (Stripped) (Manic) · Watch on YouTube

youtube_video spUTHUbb5VQ · row spUTHUbb5VQ

LAION-DISCO-12M

Graveyard (Acoustic)

Listed as Halsey – Graveyard (Acoustic) (Manic) · Watch on YouTube

youtube_video u0-tegLKMoY · row u0-tegLKMoY

LAION-DISCO-12M

Trouble (Stripped)

Listed as Halsey – Trouble (Stripped) (Room 93) · Watch on YouTube

youtube_video vPPZWdH-xkk · row vPPZWdH-xkk

LAION-DISCO-12M

You asked for this

Listed as Halsey – You asked for this (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video vnp7migvw38 · row vnp7migvw38

LAION-DISCO-12M

Don’t Play

Listed as Halsey – Don’t Play (hopeless fountain kingdom (Deluxe)) · Watch on YouTube

youtube_video wNbrzHUEIVg · row wNbrzHUEIVg

LAION-DISCO-12M

honey

Listed as Halsey – honey (If I Can’t Have Love, I Want Power) · Watch on YouTube

youtube_video yoITzL92kfE · row yoITzL92kfE

LAION-DISCO-12M

SUGA's Interlude

Listed as Halsey, SUGA – SUGA's Interlude (Manic) · Watch on YouTube

youtube_video zk5xj3IRSHs · row zk5xj3IRSHs

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.