Yes. GHOST DATA has 150 songs listed in a dataset used to train AI music models.

Used for training 150

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 Will O' Wisps, The Beach Episode (Reno Loves You Remix), The Beach Episode (Kawaii Club Remix)

Listed under the artist name 150 songs in LAION-DISCO-12M

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

Will O' Wisps

Listed as GHOST DATA – Will O' Wisps (The Shepherdess: REBIRTH) · Watch on YouTube

youtube_video -3yMr7j2Qvs · row -3yMr7j2Qvs

LAION-DISCO-12M

The Beach Episode (Reno Loves You Remix)

Listed as GHOST DATA – The Beach Episode (Reno Loves You Remix) (The Beach Episode) · Watch on YouTube

youtube_video -JqZG8pSjAQ · row -JqZG8pSjAQ

LAION-DISCO-12M

The Beach Episode (Kawaii Club Remix)

Listed as GHOST DATA – The Beach Episode (Kawaii Club Remix) (The Beach Episode) · Watch on YouTube

youtube_video -_b3hv3zSwQ · row -_b3hv3zSwQ

LAION-DISCO-12M

Porcelain Lover

Listed as GHOST DATA – Porcelain Lover (The Occulus Occult) · Watch on YouTube

youtube_video -bF9403dA_o · row -bF9403dA_o

LAION-DISCO-12M

Crystal Moon River

Listed as GHOST DATA – Crystal Moon River (Oishii Symphony) · Watch on YouTube

youtube_video 08F1ajIJqo8 · row 08F1ajIJqo8

LAION-DISCO-12M

Enshrined

Listed as GHOST DATA – Enshrined (Magical Metamorphosis) · Watch on YouTube

youtube_video 3UQOdZBUu5A · row 3UQOdZBUu5A

LAION-DISCO-12M

Phantom Bride

Listed as GHOST DATA – Phantom Bride (Girl's Love) · Watch on YouTube

youtube_video 3nuOJk3TfaY · row 3nuOJk3TfaY

LAION-DISCO-12M

Arm's Race (Prelude)

Listed as GHOST DATA – Arm's Race (Prelude) (Cruel Choreography) · Watch on YouTube

youtube_video 5qawAyC7wvY · row 5qawAyC7wvY

LAION-DISCO-12M

Rooftop Confessions

Listed as GHOST DATA – Rooftop Confessions (Oishii Symphony) · Watch on YouTube

youtube_video 6vt_wm-2XCc · row 6vt_wm-2XCc

LAION-DISCO-12M

Stand Alone Complex

Listed as GHOST DATA – Stand Alone Complex (Simulated Sensations) · Watch on YouTube

youtube_video 6zWdaaITPh8 · row 6zWdaaITPh8

LAION-DISCO-12M

Halcyon

Listed as GHOST DATA – Halcyon (Simulated Sensations) · Watch on YouTube

youtube_video A94mRi3T1iw · row A94mRi3T1iw

LAION-DISCO-12M

Magical Girls (Orchestral Version)

Listed as GHOST DATA – Magical Girls (Orchestral Version) (Crystal Cathedral) · Watch on YouTube

youtube_video BEfvk4lpxkQ · row BEfvk4lpxkQ

LAION-DISCO-12M

Fly Away (feat. Sarah Bonito & Ivy Hollivana)

Listed as GHOST DATA – Fly Away (feat. Sarah Bonito & Ivy Hollivana) (Magical Metamorphosis) · Watch on YouTube

youtube_video DsxhkonH9TA · row DsxhkonH9TA

LAION-DISCO-12M

Gigabit Waterfall

Listed as GHOST DATA – Gigabit Waterfall (Oishii Symphony) · Watch on YouTube

youtube_video EKSvuTolUL8 · row EKSvuTolUL8

LAION-DISCO-12M

Maple Syrup

Listed as GHOST DATA – Maple Syrup (Oishii Symphony) · Watch on YouTube

youtube_video Gm3fmeogu_g · row Gm3fmeogu_g

LAION-DISCO-12M

Touka Kirishima

Listed as GHOST DATA – Touka Kirishima (Girl's Love) · Watch on YouTube

youtube_video JHE_hnPKVuQ · row JHE_hnPKVuQ

LAION-DISCO-12M

Summoning Circle

Listed as Jam2go, GHOST DATA – Summoning Circle (Crystal Cathedral) · Watch on YouTube

youtube_video KoxKLSyoAr0 · row KoxKLSyoAr0

LAION-DISCO-12M

Candy Fish! (feat. Margaret Spoon)

Listed as GHOST DATA – Candy Fish! (feat. Margaret Spoon) (Girl's Love) · Watch on YouTube

youtube_video L1v4jloXgyg · row L1v4jloXgyg

LAION-DISCO-12M

Astral Projection

Listed as GHOST DATA – Astral Projection (Simulated Sensations) · Watch on YouTube

youtube_video MuZL5m9BeJY · row MuZL5m9BeJY

LAION-DISCO-12M

Licentious

Listed as GHOST DATA – Licentious (Simulated Sensations) · Watch on YouTube

youtube_video QOLnPYnW8HA · row QOLnPYnW8HA

LAION-DISCO-12M

The Great Chasm

Listed as GHOST DATA – The Great Chasm (Magical Metamorphosis) · Watch on YouTube

youtube_video QypZvFYzkaE · row QypZvFYzkaE

LAION-DISCO-12M

Consciousness

Listed as GHOST DATA – Consciousness (The Shepherdess: REBIRTH) · Watch on YouTube

youtube_video Si8EUdHeQ7k · row Si8EUdHeQ7k

LAION-DISCO-12M

Moon Fall

Listed as GHOST DATA – Moon Fall (Oishii Symphony) · Watch on YouTube

youtube_video TWruj72RU_k · row TWruj72RU_k

LAION-DISCO-12M

Death Stranding

Listed as GHOST DATA – Death Stranding (Simulated Sensations) · Watch on YouTube

youtube_video TugVlNekbYs · row TugVlNekbYs

LAION-DISCO-12M

Chromatophore

Listed as GHOST DATA – Chromatophore (Magical Metamorphosis) · Watch on YouTube

youtube_video V2PxGGDk0n0 · row V2PxGGDk0n0

LAION-DISCO-12M

Aether Arts

Listed as GHOST DATA – Aether Arts (Magical Metamorphosis) · Watch on YouTube

youtube_video VG73BhchMYc · row VG73BhchMYc

LAION-DISCO-12M

Pearl Dancer

Listed as GHOST DATA – Pearl Dancer (The Occulus Occult) · Watch on YouTube

youtube_video VPW0PaceDgg · row VPW0PaceDgg

LAION-DISCO-12M

Cemetery Drive

Listed as GHOST DATA – Cemetery Drive (The Occulus Occult) · Watch on YouTube

youtube_video VwZJgiT8E6w · row VwZJgiT8E6w

LAION-DISCO-12M

Grand Restoration (Instrumental)

Listed as GHOST DATA – Grand Restoration (Instrumental) (Cruel Choreography) · Watch on YouTube

youtube_video WSXjky2LO5Q · row WSXjky2LO5Q

LAION-DISCO-12M

The Beach Episode (Jam2go Remix)

Listed as GHOST DATA – The Beach Episode (Jam2go Remix) (The Beach Episode) · Watch on YouTube

youtube_video WybZe7u-JhQ · row WybZe7u-JhQ

LAION-DISCO-12M

Cavern of Catharsis

Listed as GHOST DATA – Cavern of Catharsis (Crystal Cathedral) · Watch on YouTube

youtube_video Xevgl2lMz5I · row Xevgl2lMz5I

LAION-DISCO-12M

Starry Eyed

Listed as GHOST DATA – Starry Eyed (The Shepherdess: REBIRTH) · Watch on YouTube

youtube_video Zr7xHhxe1wY · row Zr7xHhxe1wY

LAION-DISCO-12M

Sultry Sessions

Listed as GHOST DATA – Sultry Sessions (The Occulus Occult) · Watch on YouTube

youtube_video _92GbxCjwTs · row _92GbxCjwTs

LAION-DISCO-12M

Dream Divination

Listed as GHOST DATA – Dream Divination (The Occulus Occult) · Watch on YouTube

youtube_video _XuitLxqFeY · row _XuitLxqFeY

LAION-DISCO-12M

Eye of the Storm (Instrumental Mix)

Listed as GHOST DATA – Eye of the Storm (Instrumental Mix) (Eye of the Storm) · Watch on YouTube

youtube_video bNbxbfz9JQc · row bNbxbfz9JQc

LAION-DISCO-12M

Crystal Heart (feat. ODDEEO)

Listed as GHOST DATA – Crystal Heart (feat. ODDEEO) (Girl's Love) · Watch on YouTube

youtube_video cyrTSJBeceU · row cyrTSJBeceU

LAION-DISCO-12M

Lover's Aria

Listed as GHOST DATA – Lover's Aria (Magical Metamorphosis) · Watch on YouTube

youtube_video eKhuszCEMqE · row eKhuszCEMqE

LAION-DISCO-12M

Disintegration

Listed as GHOST DATA – Disintegration (Magical Metamorphosis) · Watch on YouTube

youtube_video er8u1cZUYFo · row er8u1cZUYFo

LAION-DISCO-12M

Entropy

Listed as GHOST DATA – Entropy (Simulated Sensations) · Watch on YouTube

youtube_video gbnZiUWOaDM · row gbnZiUWOaDM

LAION-DISCO-12M

The Occulus Occult

Listed as GHOST DATA – The Occulus Occult (The Occulus Occult) · Watch on YouTube

youtube_video ge8xUBaUuic · row ge8xUBaUuic

LAION-DISCO-12M

Void Mother

Listed as GHOST DATA – Void Mother (Magical Metamorphosis) · Watch on YouTube

youtube_video iQIS-8OaSAQ · row iQIS-8OaSAQ

LAION-DISCO-12M

Moon Phase (feat. Sugar Joiko)

Listed as GHOST DATA – Moon Phase (feat. Sugar Joiko) (The Shepherdess: REBIRTH) · Watch on YouTube

youtube_video luflgICKcGY · row luflgICKcGY

LAION-DISCO-12M

The Curator of Sands

Listed as GHOST DATA – The Curator of Sands (The Holographic Nightmare) · Watch on YouTube

youtube_video lwU1d6cO3Q0 · row lwU1d6cO3Q0

LAION-DISCO-12M

Echo Chamber

Listed as GHOST DATA – Echo Chamber (Crystal Cathedral) · Watch on YouTube

youtube_video qH25YQZUajY · row qH25YQZUajY

LAION-DISCO-12M

Heart Realize (feat. Margaret Spoon)

Listed as GHOST DATA – Heart Realize (feat. Margaret Spoon) (Simulated Sensations) · Watch on YouTube

youtube_video qq0dgTUo2W8 · row qq0dgTUo2W8

LAION-DISCO-12M

Waste Away With Me

Listed as GHOST DATA – Waste Away With Me (Magical Metamorphosis) · Watch on YouTube

youtube_video sgS_0dbM2UM · row sgS_0dbM2UM

LAION-DISCO-12M

The Shepherdess

Listed as GHOST DATA – The Shepherdess (The Shepherdess: REBIRTH) · Watch on YouTube

youtube_video uE7ZgOesl-U · row uE7ZgOesl-U

LAION-DISCO-12M

Submergence

Listed as GHOST DATA – Submergence (The Holographic Nightmare) · Watch on YouTube

youtube_video uiWRKnCN2CU · row uiWRKnCN2CU

LAION-DISCO-12M

Simulated Sensations

Listed as GHOST DATA – Simulated Sensations (Simulated Sensations) · Watch on YouTube

youtube_video xQ12Hx6S9Os · row xQ12Hx6S9Os

LAION-DISCO-12M

Tender Kiss

Listed as GHOST DATA – Tender Kiss (Girl's Love) · Watch on YouTube

youtube_video zCJS-3mcNOs · row zCJS-3mcNOs

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.