Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T13:57:19.220217Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 1 inbound Pith citation observation for arXiv:2607.29086.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T13:57:19.220217Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T13:57:14.977424Z
A source-named dated measurement, never combined with another source.
Source: cited_works
35 of 35 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e78d4d10-3dc1-4e0a-8d94-404ace7a5927 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Do Music Foundation Models Embed Pitch in Helical Structure?
Reference 1
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Unavailable: canonical work link unavailable.
Observation a2aa2e51-efb0-463b-a9b5-5be90e28528b · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? We extract pitch-dependent features from a music foundation model and evaluate their helical structure using PCA and parametric fitting
Reference 2
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Unavailable: canonical work link unavailable.
Observation e5f8a1cf-de8c-46e6-803b-1147eb4fa898 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Input: Various timbres Instruments 𝑓0 Single note flat decay
Reference 3
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Unavailable: canonical work link unavailable.
Observation 180ac52c-3c40-49ef-ae5f-880fc23d905b · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Do Music Foundation Models Embed Pitch in Helical Structure?
Reference 4
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Unavailable: canonical work link unavailable.
Observation fe324337-5d13-46d1-9df3-96da7d6b85ea · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? 1, we input monophonic music sig- nals with specific pitches into the model’s pretrained au- dio tokenizer and pass the resulting token sequences to the Transformer decoder
Reference 5
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Unavailable: canonical work link unavailable.
Observation efd48ff8-4872-45ec-8a16-b5c67d877511 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Jukebox.We used the top-level decoder of the 5B model fromjukemirlib[6] 1
Reference 6
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Unavailable: canonical work link unavailable.
Observation bb603cc1-f96d-4e1b-bb4e-ea733095b588 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? The clarity and geometry of this struc- ture vary not only across the two analyzed models but also with the acoustic properties of the input, particularly its harmonic composition
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc9848bb-9cd3-47a6-96bd-71460157aada · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Unresolved cited work
Reference 8
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Unavailable: canonical work link unavailable.
Observation 46b2a4de-46b3-4802-9174-1b46adf07375 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Jukebox: A Generative Model for Music
Reference 9
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Unavailable: canonical work link unavailable.
Observation c7a10d04-ca55-4801-ac04-6b13ebc00d83 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Simple and control- lable music generation,
Reference 10
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Unavailable: canonical work link unavailable.
Observation d4b6e902-94fb-426b-b4a0-d688ab09441d · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? MusicLM: Generating Music From Text
Reference 11
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Unavailable: canonical work link unavailable.
Observation c819db37-9690-4c80-8a36-6ab584be0a12 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? MERT: Acoustic Music Understanding Model with Large-Scale Self-supervised Training
Reference 12
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Unavailable: canonical work link unavailable.
Observation 095c2382-3a07-47db-8034-8357657494df · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Music foundation model as generic booster for music downstream tasks,
Reference 13
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Unavailable: canonical work link unavailable.
Observation cf471b0f-bb90-4c05-9df2-c256bf7a47f6 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Codified au- dio language modeling learns useful representations for music information retrieval,
Reference 14
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Unavailable: canonical work link unavailable.
Observation 5dfad44d-75c4-47b0-a486-d29610cf7ad6 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Do music generation models encode music theory?
Reference 15
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Unavailable: canonical work link unavailable.
Observation 71aab111-1300-4453-8268-45f48cf9babd · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Do music LLMs learn sym- bolic concepts? a pilot study using probing and inter- vention,
Reference 16
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Unavailable: canonical work link unavailable.
Observation 89044bb5-b47a-4a6c-be05-3fe2856bfac6 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Geometrical approximations to the structure of musical pitch,
Reference 17
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Unavailable: canonical work link unavailable.
Observation 7ea08510-dec7-4fa7-bd23-27534fdf3ca3 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Language models are unsupervised mul- titask learners,
Reference 18
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Unavailable: canonical work link unavailable.
Observation ebd4b7df-d53a-481b-9217-32ffd2aeb9aa · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Not all language model features are one- dimensionally linear,
Reference 19
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Unavailable: canonical work link unavailable.
Observation 1b6da0b9-42cd-48f7-851c-58839172a57c · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Towards understand- ing grokking: An effective theory of representation learning,
Reference 20
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Unavailable: canonical work link unavailable.
Observation c76ea631-4e66-41e9-b49d-43e343511af6 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Monotonic representa- tion of numeric attributes in language models,
Reference 21
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Unavailable: canonical work link unavailable.
Observation 214cc8e6-0061-468e-a30b-83c39115d224 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? What is a Number, That a Large Language Model May Know It?
Reference 22
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Unavailable: canonical work link unavailable.
Observation c8267506-faf7-4fc0-8246-bf17bb3749b9 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Language models encode the value of numbers linearly,
Reference 23
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Unavailable: canonical work link unavailable.
Observation ea39c2c8-2e17-43cd-99fa-6e891002ded6 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Understanding intermediate layers using linear classifier probes,
Reference 24
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Unavailable: canonical work link unavailable.
Observation 4a343eea-72ca-4642-974d-6811a51c2467 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Uni- versal music representations? evaluating foundation models on world music corpora,
Reference 25
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Unavailable: canonical work link unavailable.
Observation 5cd6efe9-4d9d-4300-a92c-8c8669c0ec8f · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Learning the helix topology of musical pitch,
Reference 26
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Unavailable: canonical work link unavailable.
Observation 54c796b4-f246-4459-b352-0bcf2b97ac62 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Helicality: An isomap- based measure of octave equivalence in audio data,
Reference 27
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Unavailable: canonical work link unavailable.
Observation d930485a-6128-4980-97a9-a0c58fb8e118 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Unresolved cited work
Reference 28
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Unavailable: canonical work link unavailable.
Observation 7a4a9078-7ead-492b-8301-88718ff9b734 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Neural discrete representation learning,
Reference 29
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Unavailable: canonical work link unavailable.
Observation 53a05463-0409-4831-9d41-bf320b3317e8 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Attention is all you need,
Reference 30
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Unavailable: canonical work link unavailable.
Observation 94569263-8da3-4740-baf5-d32e908864a7 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? High Fidelity Neural Audio Compression,
Reference 31
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Unavailable: canonical work link unavailable.
Observation 36e29fa0-9602-4aa7-b20c-f0eee98ac98b · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Explor- ing the limits of transfer learning with a unified text- to-text transformer,
Reference 32
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Unavailable: canonical work link unavailable.
Observation f1fc6db4-4713-4f00-abf9-9ca97ca5d5ca · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Timidity++,
Reference 33
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Unavailable: canonical work link unavailable.
Observation 57560df2-527a-4c33-af70-1201f3fe4ccb · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? General midi system level 1,
Reference 34
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Unavailable: canonical work link unavailable.
Observation 524805ae-bb47-468a-991e-12355cf2d809 · outbound
Do Music Foundation Models Embed Pitch in Helical Structure? Optuna: A next-generation hyperparameter optimiza- tion framework,
Reference 35
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Unavailable: canonical work link unavailable.
Observation 180ac52c-3c40-49ef-ae5f-880fc23d905b · inbound
Do Music Foundation Models Embed Pitch in Helical Structure? Do Music Foundation Models Embed Pitch in Helical Structure?
Reference 4
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Unavailable: canonical work link unavailable.