Yes. Los Fronterizos has 142 songs listed in a dataset used to train AI music models.

Used for training 142

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 Los Pastores (Chaya Riojana), La Nostalgiosa (Restauración 2021), Gloria (Carnavalito-Yaravi)

Listed under the artist name 142 songs in LAION-DISCO-12M

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

Los Pastores (Chaya Riojana)

Listed as Ariel Ramírez, Los Fronterizos – Los Pastores (Chaya Riojana) (Misa Criolla (Edición aniversario / Remasterizado)) · Watch on YouTube

youtube_video 0828cXq3tJs · row 0828cXq3tJs

LAION-DISCO-12M

La Nostalgiosa (Restauración 2021)

Listed as Los Fronterizos – La Nostalgiosa (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video 1gLK-pY4rXU · row 1gLK-pY4rXU

LAION-DISCO-12M

Gloria (Carnavalito-Yaravi)

Listed as Ariel Ramírez, Los Fronterizos – Gloria (Carnavalito-Yaravi) (Misa Criolla - Misa Flamenca) · Watch on YouTube

youtube_video 2fJvtZbYnD0 · row 2fJvtZbYnD0

LAION-DISCO-12M

Sanctus (Carnaval Cochabambino)

Listed as Ariel Ramírez, Los Fronterizos – Sanctus (Carnaval Cochabambino) (Misa Criolla - Misa Flamenca) · Watch on YouTube

youtube_video 3jS06cklUFg · row 3jS06cklUFg

LAION-DISCO-12M

Agnus Dei (Estilo Pampeano)

Listed as Ariel Ramírez, Los Fronterizos – Agnus Dei (Estilo Pampeano) (Misa Criolla (Edición aniversario / Remasterizado)) · Watch on YouTube

youtube_video 3x3XxZ8hrwY · row 3x3XxZ8hrwY

LAION-DISCO-12M

No Te Puedo Olvidar

Listed as Los Fronterizos – No Te Puedo Olvidar (Canciones de Mi Tierra, Vol.1) · Watch on YouTube

youtube_video 4FFqhzRkM5w · row 4FFqhzRkM5w

LAION-DISCO-12M

La Atardecida (Zamba)

Listed as Los Fronterizos – La Atardecida (Zamba) (Folk Con los Fronterizos) · Watch on YouTube

youtube_video 4HR5HpL1s4U · row 4HR5HpL1s4U

LAION-DISCO-12M

Vamos a la Zafra

Listed as Los Fronterizos – Vamos a la Zafra (Guitarra de Medianoche) · Watch on YouTube

youtube_video 6z2wYlQsbdA · row 6z2wYlQsbdA

LAION-DISCO-12M

Agua y Sol del Parana

Listed as Eduardo Falu, Los Fronterizos – Agua y Sol del Parana (Cantina Al Hombro, Vol.7) · Watch on YouTube

youtube_video 8IzrYRt62Eg · row 8IzrYRt62Eg

LAION-DISCO-12M

La Felipe Varela (Restauración 2021)

Listed as Los Fronterizos – La Felipe Varela (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video 9T1b_lRaYOg · row 9T1b_lRaYOg

LAION-DISCO-12M

Zamba del Carbonero

Listed as Los Fronterizos – Zamba del Carbonero (Por Tanto Amor) · Watch on YouTube

youtube_video A8kj3UL7xbI · row A8kj3UL7xbI

LAION-DISCO-12M

Trago de Sombra (Zamba)

Listed as Los Fronterizos – Trago de Sombra (Zamba) (Folk Con los Fronterizos) · Watch on YouTube

youtube_video ABHmaqCWQaM · row ABHmaqCWQaM

LAION-DISCO-12M

La Volvedora (Restauración 2021)

Listed as Los Fronterizos – La Volvedora (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video C6otuK1ZH2Y · row C6otuK1ZH2Y

LAION-DISCO-12M

Al Pie de la Sierra Grande (Restauración 2021)

Listed as Los Fronterizos – Al Pie de la Sierra Grande (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video DiAG0Yr7ElE · row DiAG0Yr7ElE

LAION-DISCO-12M

Zambita de los Pobres (Restauración 2021)

Listed as Los Fronterizos – Zambita de los Pobres (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video DtDcLHzd3JU · row DtDcLHzd3JU

LAION-DISCO-12M

La Peregrinación (Huella Pampeana)

Listed as Ariel Ramírez, Los Fronterizos – La Peregrinación (Huella Pampeana) (Misa Criolla) · Watch on YouTube

youtube_video EJrNWs19vNI · row EJrNWs19vNI

LAION-DISCO-12M

Cuando el Amor Se Va

Listed as Los Incateños, Los Fronterizos – Cuando el Amor Se Va (Las Mejores Argentinas, Vol. 14) · Watch on YouTube

youtube_video FeJBq6FZYLE · row FeJBq6FZYLE

LAION-DISCO-12M

Gloria

Listed as Los Fronterizos – Gloria (La Misa Criolla) · Watch on YouTube

youtube_video HKGjLmyL7a8 · row HKGjLmyL7a8

LAION-DISCO-12M

Los Reyes Magos (Takirari)

Listed as Ariel Ramírez, Los Fronterizos – Los Reyes Magos (Takirari) (Misa Criolla) · Watch on YouTube

youtube_video IpZJE2pZZ68 · row IpZJE2pZZ68

LAION-DISCO-12M

La Huida (Vidala Tucumana)

Listed as Ariel Ramírez, Los Fronterizos – La Huida (Vidala Tucumana) (Misa Criolla (Edición aniversario / Remasterizado)) · Watch on YouTube

youtube_video KLaniIjK7b8 · row KLaniIjK7b8

LAION-DISCO-12M

Gaviota de Puerto

Listed as Los Fronterizos – Gaviota de Puerto (Tesoros del Folklore Argentino) · Watch on YouTube

youtube_video KxuEsnADeuc · row KxuEsnADeuc

LAION-DISCO-12M

Kyrie (Vidala-Baguala)

Listed as Ariel Ramírez, Los Fronterizos – Kyrie (Vidala-Baguala) (Misa Criolla (Edición aniversario / Remasterizado)) · Watch on YouTube

youtube_video M1pxrID4tcA · row M1pxrID4tcA

LAION-DISCO-12M

La López Pereyra (Restauración 2021)

Listed as Los Fronterizos – La López Pereyra (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video Mh8Tev08Hd0 · row Mh8Tev08Hd0

LAION-DISCO-12M

Los Reyes Magos

Listed as Los Fronterizos – Los Reyes Magos (Nuestra Historia) · Watch on YouTube

youtube_video NC_dG8O8UvE · row NC_dG8O8UvE

LAION-DISCO-12M

Añoranzas

Listed as Los Fronterizos, Ariel Ramírez, Eduardo Falú – Añoranzas (Confitería Europea 100 Vol 2) · Watch on YouTube

youtube_video OF5aJNKhqKo · row OF5aJNKhqKo

LAION-DISCO-12M

Zamba del Pañuelo (Restauracíón 2021)

Listed as Los Fronterizos – Zamba del Pañuelo (Restauracíón 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video QPNiDFhtS2I · row QPNiDFhtS2I

LAION-DISCO-12M

Zamba del Carpintero

Listed as Los Fronterizos – Zamba del Carpintero (Andinas para Siempre, Vol. 2) · Watch on YouTube

youtube_video TLddUaWdmYs · row TLddUaWdmYs

LAION-DISCO-12M

Credo (Chacarera Trunca)

Listed as Ariel Ramírez, Los Fronterizos – Credo (Chacarera Trunca) (Misa Criolla (Edición aniversario / Remasterizado)) · Watch on YouTube

youtube_video UYejS0wMdVU · row UYejS0wMdVU

LAION-DISCO-12M

La Anunciación (Chamamé)

Listed as Ariel Ramírez, Los Fronterizos – La Anunciación (Chamamé) (Misa Criolla) · Watch on YouTube

youtube_video UnSCgL8W29w · row UnSCgL8W29w

LAION-DISCO-12M

Tonada del Viejo Amor (Restauración 2021)

Listed as Los Fronterizos – Tonada del Viejo Amor (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video V6evq1eMu6s · row V6evq1eMu6s

LAION-DISCO-12M

El Nacimiento (Vidala Catamarqueña)

Listed as Ariel Ramírez, Los Fronterizos – El Nacimiento (Vidala Catamarqueña) (Misa Criolla) · Watch on YouTube

youtube_video ZqUFZyJJowA · row ZqUFZyJJowA

LAION-DISCO-12M

No Quisiera Quererte

Listed as Los Fronterizos – No Quisiera Quererte (Cancionero Latinoamericano (Vol. 9)) · Watch on YouTube

youtube_video c8OdvGlAk4I · row c8OdvGlAk4I

LAION-DISCO-12M

Canción del Jangadero (Restauración 2021)

Listed as Los Fronterizos – Canción del Jangadero (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video eR2YKTvTd0U · row eR2YKTvTd0U

LAION-DISCO-12M

Has Visto Morir El Sol (Traidora)

Listed as Los Fronterizos – Has Visto Morir El Sol (Traidora) (Los 20 Años De . . .) · Watch on YouTube

youtube_video ebhq1R-RvpU · row ebhq1R-RvpU

LAION-DISCO-12M

Guitarra de Medianoche

Listed as Los Fronterizos – Guitarra de Medianoche (Guitarra de Medianoche) · Watch on YouTube

youtube_video ekTRGQWxVYI · row ekTRGQWxVYI

LAION-DISCO-12M

Pastor de Nubes

Listed as Los Fronterizos – Pastor de Nubes (Nuestra Historia) · Watch on YouTube

youtube_video fgucPAqLztw · row fgucPAqLztw

LAION-DISCO-12M

La tristecita

Listed as Los Fronterizos – La tristecita (Esenciales Remasterizados) · Watch on YouTube

youtube_video gYkMY6rC7TE · row gYkMY6rC7TE

LAION-DISCO-12M

Santa Cruz (Novia Santa Cruz)

Listed as Los Fronterizos – Santa Cruz (Novia Santa Cruz) (Los 20 Años De . . .) · Watch on YouTube

youtube_video iTpdcEStnBk · row iTpdcEStnBk

LAION-DISCO-12M

El Quiaqueño

Listed as Los Fronterizos – El Quiaqueño (El Quiaqueño) · Watch on YouTube

youtube_video j7aXdZC_vLI · row j7aXdZC_vLI

LAION-DISCO-12M

Zamba del pañuelo(Zamba)

Listed as Los Fronterizos, G.Leguizamon, M.J.Castilla – Zamba del pañuelo(Zamba) (Noches isleñas) · Watch on YouTube

youtube_video jsSf2iSL2Bw · row jsSf2iSL2Bw

LAION-DISCO-12M

Recuerdo Salteño

Listed as Los Fronterizos – Recuerdo Salteño (Zambas From Argentina To The World) · Watch on YouTube

youtube_video nxqPBQEzvn8 · row nxqPBQEzvn8

LAION-DISCO-12M

La Salamanca (Restauración 2021)

Listed as Los Fronterizos – La Salamanca (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video oCpj2xc6XrQ · row oCpj2xc6XrQ

LAION-DISCO-12M

Recuerdo Salteño

Listed as Los Fronterizos – Recuerdo Salteño (Por Tanto Amor) · Watch on YouTube

youtube_video qg4mBQpHEDs · row qg4mBQpHEDs

LAION-DISCO-12M

Tonada Del Viejo Amor

Listed as Los Fronterizos – Tonada Del Viejo Amor (La Misa Criolla) · Watch on YouTube

youtube_video sGPycZrRj6c · row sGPycZrRj6c

LAION-DISCO-12M

Angélica

Listed as Los Fronterizos – Angélica (Guitarra de Medianoche) · Watch on YouTube

youtube_video t_DnUGmic_4 · row t_DnUGmic_4

LAION-DISCO-12M

Guitarra Trasnochada (Restauración 2021)

Listed as Los Fronterizos – Guitarra Trasnochada (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video ukH2kDQ1DnQ · row ukH2kDQ1DnQ

LAION-DISCO-12M

A Mi Cafayateña (Restauración 2021)

Listed as Los Fronterizos – A Mi Cafayateña (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video xOSbclokgfw · row xOSbclokgfw

LAION-DISCO-12M

La Tristecita (Restauración 2021)

Listed as Los Fronterizos – La Tristecita (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video yZYxZldSUro · row yZYxZldSUro

LAION-DISCO-12M

El Quiaqueño (Restauración 2021)

Listed as Los Fronterizos – El Quiaqueño (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video ytiJDPlSkqY · row ytiJDPlSkqY

LAION-DISCO-12M

El Indio Muerto (Restauración 2021)

Listed as Los Fronterizos – El Indio Muerto (Restauración 2021) (Los Fronterizos 1959 / 1960 (Restauración 2021)) · Watch on YouTube

youtube_video zHwaICzJXWs · row zHwaICzJXWs

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.