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 Empirical, Beyond Belief, Tephra (Extended Mix)
Artist OCULA on YouTube Music
Yes. OCULA has 63 songs listed in a dataset used to train AI music models.
Listed under the artist name 63 songs in LAION-DISCO-12M
Matched exactly: this YouTube Music artist id is the one the dataset lists these songs under.
Empirical
Listed as OCULA – Empirical (Anjunadeep presents 'Deep Concentration' (DJ Mix)) · Watch on YouTube
youtube_video 0Sait9GGwdc · row 0Sait9GGwdc
LAION-DISCO-12M
Beyond Belief
Listed as OCULA – Beyond Belief (Beyond Belief) · Watch on YouTube
youtube_video 2IttzLH_A6Q · row 2IttzLH_A6Q
LAION-DISCO-12M
Tephra (Extended Mix)
Listed as OCULA – Tephra (Extended Mix) (Anjunadeep Explorations 15) · Watch on YouTube
youtube_video 4HHvhFUjcto · row 4HHvhFUjcto
LAION-DISCO-12M
Caerus
Listed as OCULA – Caerus (We Are Friends, Vol. 7) · Watch on YouTube
youtube_video 5kGrX7a2SjQ · row 5kGrX7a2SjQ
LAION-DISCO-12M
To No Avail
Listed as OCULA – To No Avail (We Are Friends, Vol. 8) · Watch on YouTube
youtube_video 7SPryKVzMYc · row 7SPryKVzMYc
LAION-DISCO-12M
From The Ground Up
Listed as OCULA – From The Ground Up (Crossroad) · Watch on YouTube
youtube_video B4n_1eVR9VU · row B4n_1eVR9VU
LAION-DISCO-12M
Ingrained
Listed as OCULA – Ingrained (Foar Moar, Vol. 3) · Watch on YouTube
youtube_video BZGsodZCLqY · row BZGsodZCLqY
LAION-DISCO-12M
Equanimity
Listed as OCULA – Equanimity (As We Stand / Equanimity) · Watch on YouTube
youtube_video C__X0IYFQnQ · row C__X0IYFQnQ
LAION-DISCO-12M
Closer To The Edge
Listed as OCULA, RBBTS – Closer To The Edge (Closer To The Edge) · Watch on YouTube
youtube_video OmedxUiXuy0 · row OmedxUiXuy0
LAION-DISCO-12M
Pride
Listed as OCULA – Pride (Root to Branch, Vol. 4) · Watch on YouTube
youtube_video OoMDa67kQCg · row OoMDa67kQCg
LAION-DISCO-12M
Waiting
Listed as OCULA – Waiting (On The Run) · Watch on YouTube
youtube_video eednJGNs1Uc · row eednJGNs1Uc
LAION-DISCO-12M
A Kiss (OCULA Remix)
Listed as Robyn Sherwell, OCULA – A Kiss (OCULA Remix) (A Kiss (OCULA Remix)) · Watch on YouTube
youtube_video gPriogs3qxo · row gPriogs3qxo
LAION-DISCO-12M
Afraid (WYMR408)
Listed as OCULA – Afraid (WYMR408) (Wake Your Mind Radio 408) · Watch on YouTube
youtube_video qrCTWk6cbJ4 · row qrCTWk6cbJ4
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.
- DLA Piper: Creation of music with generative AI may be copyright infringement (GEMA v Suno, LG München I, 42 O 763/25), 2026-08-28
- Music Business Worldwide: Warner Music Group settles with Suno, strikes first-of-its-kind deal, 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
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.
- 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.
- 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.
Is this you?
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.