Yes. MuteMath has 137 songs listed in a dataset used to train AI music models.

Used for training 137

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 Joy Rides, Marching To The End, Control (EP Version)

Listed under the artist name 137 songs in LAION-DISCO-12M

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

Joy Rides

Listed as Mutemath – Joy Rides (Vitals) · Watch on YouTube

youtube_video 01YCqGkbovE · row 01YCqGkbovE

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Marching To The End

Listed as Mutemath – Marching To The End (Play Dead) · Watch on YouTube

youtube_video 1KWs9thUDZA · row 1KWs9thUDZA

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Control (EP Version)

Listed as MUTEMATH – Control (EP Version) (Reset) · Watch on YouTube

youtube_video 1aPMofVhjVo · row 1aPMofVhjVo

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All I See

Listed as Mutemath – All I See (Vitals) · Watch on YouTube

youtube_video 2PuJvG98Tik · row 2PuJvG98Tik

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Typical

Listed as Mutemath – Typical (Mutemath) · Watch on YouTube

youtube_video 2TanalTWy8w · row 2TanalTWy8w

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Hit Parade

Listed as Mutemath – Hit Parade (Play Dead) · Watch on YouTube

youtube_video 5M5vPP3cZ4c · row 5M5vPP3cZ4c

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Typical (Live)

Listed as MUTEMATH – Typical (Live) (Armistice Live) · Watch on YouTube

youtube_video 7GQ61r_nVrw · row 7GQ61r_nVrw

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You Are Mine

Listed as MUTEMATH – You Are Mine (Mutemath) · Watch on YouTube

youtube_video 7SuOVj2_wvw · row 7SuOVj2_wvw

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Noticed

Listed as Mutemath – Noticed (Mutemath) · Watch on YouTube

youtube_video BMIWvKXeCC0 · row BMIWvKXeCC0

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Odd Soul

Listed as MUTEMATH – Odd Soul (Blood Pressure/Odd Soul) · Watch on YouTube

youtube_video BdKbVtc4x_g · row BdKbVtc4x_g

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Electrify

Listed as Mutemath – Electrify (Spotlight) · Watch on YouTube

youtube_video DKfiCsm_89s · row DKfiCsm_89s

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After We Have Left Our Homes

Listed as Mutemath – After We Have Left Our Homes (Mutemath) · Watch on YouTube

youtube_video DuXgahqkhZ8 · row DuXgahqkhZ8

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Composed

Listed as Mutemath – Composed (Vitals) · Watch on YouTube

youtube_video ENep5PN8kC8 · row ENep5PN8kC8

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You Are Mine (Live)

Listed as MUTEMATH – You Are Mine (Live) (Armistice Live) · Watch on YouTube

youtube_video FRs7F10G3_E · row FRs7F10G3_E

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Chaos

Listed as Mutemath – Chaos (Mutemath) · Watch on YouTube

youtube_video HsAhAU3obLE · row HsAhAU3obLE

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Allies

Listed as MUTEMATH – Allies (Odd Soul) · Watch on YouTube

youtube_video I36LBoReb2g · row I36LBoReb2g

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Love Light a Way

Listed as MUTEMATH – Love Light a Way (Love Light a Way) · Watch on YouTube

youtube_video IMTVZva_Ri0 · row IMTVZva_Ri0

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Control (Live)

Listed as MUTEMATH – Control (Live) (Armistice Live) · Watch on YouTube

youtube_video Lm9tFLC5aFg · row Lm9tFLC5aFg

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Obsolete

Listed as Mutemath – Obsolete (Mutemath) · Watch on YouTube

youtube_video MYnv0axiVQQ · row MYnv0axiVQQ

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Collapse

Listed as Mutemath – Collapse (Mutemath) · Watch on YouTube

youtube_video NK2JiFjQlHM · row NK2JiFjQlHM

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EN 2018

Listed as Mutemath – EN 2018 (EN 2018) · Watch on YouTube

youtube_video NWVYPM8KaNI · row NWVYPM8KaNI

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Peculiar People (EP Version)

Listed as MUTEMATH – Peculiar People (EP Version) (Reset) · Watch on YouTube

youtube_video Pw19vHulZS0 · row Pw19vHulZS0

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Progress (EP Version)

Listed as MUTEMATH – Progress (EP Version) (Reset) · Watch on YouTube

youtube_video QW5Cu6kR5p0 · row QW5Cu6kR5p0

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Reset (EP Version)

Listed as MUTEMATH – Reset (EP Version) (Reset) · Watch on YouTube

youtube_video Ro0tMgicP38 · row Ro0tMgicP38

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War

Listed as Mutemath – War (Play Dead) · Watch on YouTube

youtube_video S99CzRvK9SE · row S99CzRvK9SE

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Break the Same

Listed as Mutemath – Break the Same (Mutemath) · Watch on YouTube

youtube_video WN-XInvOrNY · row WN-XInvOrNY

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Monument

Listed as Mutemath – Monument (Vitals) · Watch on YouTube

youtube_video Zoz09O0w6uk · row Zoz09O0w6uk

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Pixie Oaks

Listed as Mutemath – Pixie Oaks (Play Dead) · Watch on YouTube

youtube_video _Xn6fcZWWIM · row _Xn6fcZWWIM

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Spotlight

Listed as MuteMath – Spotlight (Spotlight EP (Commercial Digital)) · Watch on YouTube

youtube_video a783fVRwtpE · row a783fVRwtpE

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Blood Pressure

Listed as MUTEMATH – Blood Pressure (Blood Pressure/Odd Soul) · Watch on YouTube

youtube_video akTiQTd0olk · row akTiQTd0olk

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Clipping (Live)

Listed as MUTEMATH – Clipping (Live) (Armistice Live) · Watch on YouTube

youtube_video cRoTjrn7dVc · row cRoTjrn7dVc

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Changes

Listed as Mutemath – Changes (Changes) · Watch on YouTube

youtube_video cm0Mp4ZJUpU · row cm0Mp4ZJUpU

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Light Up

Listed as Mutemath – Light Up (Vitals) · Watch on YouTube

youtube_video fRrIp3fS0pA · row fRrIp3fS0pA

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Stratosphere

Listed as Mutemath – Stratosphere (Vitals) · Watch on YouTube

youtube_video h7EkvwuOefk · row h7EkvwuOefk

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Backfire

Listed as Mutemath – Backfire (Spotlight) · Watch on YouTube

youtube_video ieEyzndOF00 · row ieEyzndOF00

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Pins and Needles

Listed as Mutemath – Pins and Needles (Spotlight) · Watch on YouTube

youtube_video j7BUaO0cs50 · row j7BUaO0cs50

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Vitals

Listed as Mutemath – Vitals (Vitals) · Watch on YouTube

youtube_video kKsDsI1E5tk · row kKsDsI1E5tk

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Safe If We Don’t Look Down

Listed as Mutemath – Safe If We Don’t Look Down (Vitals) · Watch on YouTube

youtube_video kZclMS_WlVk · row kZclMS_WlVk

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Remain

Listed as Mutemath – Remain (Vitals) · Watch on YouTube

youtube_video nGCq_2vTHmQ · row nGCq_2vTHmQ

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The Nerve

Listed as MUTEMATH – The Nerve (Armistice) · Watch on YouTube

youtube_video pJ8kmpIWYFg · row pJ8kmpIWYFg

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Stall Out

Listed as Mutemath – Stall Out (Mutemath) · Watch on YouTube

youtube_video ptpNnG3ZXQM · row ptpNnG3ZXQM

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Used To

Listed as Mutemath – Used To (Vitals) · Watch on YouTube

youtube_video pts8BGbBL5E · row pts8BGbBL5E

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Plan B (EP Version)

Listed as MUTEMATH – Plan B (EP Version) (Reset) · Watch on YouTube

youtube_video qZKnTB_MR88 · row qZKnTB_MR88

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Stare at the Sun

Listed as Mutemath – Stare at the Sun (Mutemath) · Watch on YouTube

youtube_video s7K0cG6gFJA · row s7K0cG6gFJA

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Picture

Listed as Mutemath – Picture (Mutemath) · Watch on YouTube

youtube_video t-T0p5KpLqM · row t-T0p5KpLqM

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Clipping

Listed as Mutemath – Clipping (Spotlight) · Watch on YouTube

youtube_video uqH-Q9U713w · row uqH-Q9U713w

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Spotlight

Listed as Mutemath – Spotlight (2K College Rock) · Watch on YouTube

youtube_video wszLvSQmxws · row wszLvSQmxws

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Prytania

Listed as MUTEMATH – Prytania (Odd Soul) · Watch on YouTube

youtube_video yuhSCqzwj_I · row yuhSCqzwj_I

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Voice in the Silence

Listed as Mutemath & Paul Meany – Voice in the Silence (Voice in the Silence) · Watch on YouTube

youtube_video ywu471hlrTI · row ywu471hlrTI

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Break The Fever

Listed as Mutemath – Break The Fever (Play Dead) · Watch on YouTube

youtube_video zLDXoVZb-3s · row zLDXoVZb-3s

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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.