Paper Citation Record · LEDGER

Emergent musical properties of a transformer under contrastive self-supervised learning

As of 8 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2506.23873.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.23873 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:35:06.767136Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:35:03.959317Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-06T21:35:06.839984Z

Reference resolution

55 of 55 outbound references displayed

verified exact0
verified fuzzy51
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 528fbdf2-b88e-4234-b372-c74b9fd65329 · outbound

This paper cites Emergent musical properties of a transformer under contrastive self-supervised learning.

Emergent musical properties of a transformer under contrastive self-supervised learning Emergent musical properties of a transformer under contrastive self-supervised learning

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.730669Z

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Observation cb29155c-c71a-4b9c-ba2a-12dbec1b318e · outbound

This paper cites an unresolved cited work.

Emergent musical properties of a transformer under contrastive self-supervised learning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:35:07.716665Z

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Observation 863e3748-17fb-4e42-a69a-dac2464abb00 · outbound

This paper cites no chord.

Emergent musical properties of a transformer under contrastive self-supervised learning no chord

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.702211Z

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Observation c9526bc9-2ade-4e72-8da3-6f1c7f2eeb58 · outbound

This paper cites We also assess their contribution to global tasks.

Emergent musical properties of a transformer under contrastive self-supervised learning We also assess their contribution to global tasks

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.688335Z

Source-reported events for the cited work

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Observation 7bd71412-e790-41c1-9ad5-fef69fe9df2e · outbound

This paper cites ViT-1D has 12 layers in total.

Emergent musical properties of a transformer under contrastive self-supervised learning ViT-1D has 12 layers in total

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.671704Z

Source-reported events for the cited work

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Observation 6ce22dc1-2153-44d0-af30-1407ef227914 · outbound

This paper cites ,zT k ] at layers k = 3, 6, 9, 12 (same as Section 5, denoted z3 to z12), along with tokens from a randomly initialized ViT-1D model, de- noted zr.

Emergent musical properties of a transformer under contrastive self-supervised learning ,zT k ] at layers k = 3, 6, 9, 12 (same as Section 5, denoted z3 to z12), along with tokens from a randomly initialized ViT-1D model, de- noted zr

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.656610Z

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Observation f59d7daf-a86b-4800-aefc-1a5c815c5819 · outbound

This paper cites Applying NT-Xent loss only to the class token in a lightweight ViT-1D surprisingly enables sequence tokens to handle local tasks while con- tributing to global ones.

Emergent musical properties of a transformer under contrastive self-supervised learning Applying NT-Xent loss only to the class token in a lightweight ViT-1D surprisingly enables sequence tokens to handle local tasks while con- tributing to global ones

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.641602Z

Source-reported events for the cited work

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Observation d3466fb9-5df9-4222-a525-8f8ec989325f · outbound

This paper cites Contrastive learn- ing of musical representations,.

Emergent musical properties of a transformer under contrastive self-supervised learning Contrastive learn- ing of musical representations,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.534811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f8824715-575b-44c0-80e4-047e53cb353a · outbound

This paper cites Emergent musical properties of a transformer under contrastive self-supervised learning.

Emergent musical properties of a transformer under contrastive self-supervised learning Emergent musical properties of a transformer under contrastive self-supervised learning

Reference 9

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Source-reported events for the cited work

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Observation c7500886-066b-4b50-b661-9fecfb08d8c3 · outbound

This paper cites Convolutional operators in the time- frequency domain,.

Emergent musical properties of a transformer under contrastive self-supervised learning Convolutional operators in the time- frequency domain,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.626355Z

Source-reported events for the cited work

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Observation ee3b7738-b9c7-4256-8402-d824ef6a9fbe · outbound

This paper cites Pesto: Pitch estimation with self-supervised transposition-equivariant objective,.

Emergent musical properties of a transformer under contrastive self-supervised learning Pesto: Pitch estimation with self-supervised transposition-equivariant objective,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.610762Z

Source-reported events for the cited work

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Observation 1fc77fcb-fae8-4e59-acd8-47eea56e370a · outbound

This paper cites Equivariant self-supervision for musical tempo estimation,.

Emergent musical properties of a transformer under contrastive self-supervised learning Equivariant self-supervision for musical tempo estimation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.593569Z

Source-reported events for the cited work

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Observation d38845ea-aff5-4295-8489-914c11e7db75 · outbound

This paper cites STONE: Self- supervised tonality estimator,.

Emergent musical properties of a transformer under contrastive self-supervised learning STONE: Self- supervised tonality estimator,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.579191Z

Source-reported events for the cited work

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Observation a4b40a51-bb0e-4bf4-9f7c-d7feafde0300 · outbound

This paper cites S-key: Self-supervised learning of major and minor keys from audio,.

Emergent musical properties of a transformer under contrastive self-supervised learning S-key: Self-supervised learning of major and minor keys from audio,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.564180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b07e0440-454d-402f-bc93-2a599556c5cb · outbound

This paper cites Data cleansing with contrastive learning for vocal note event annotations,.

Emergent musical properties of a transformer under contrastive self-supervised learning Data cleansing with contrastive learning for vocal note event annotations,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.550434Z

Source-reported events for the cited work

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Observation 865fbb87-2a6a-4007-86df-e97febd206a5 · outbound

This paper cites Foundation Models for Music: A Survey.

Emergent musical properties of a transformer under contrastive self-supervised learning Foundation Models for Music: A Survey

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T21:35:04.720630Z

Source-reported events for the cited work

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Observation bdbe5d22-1502-4b3b-a90d-4e42b4422e2a · outbound

This paper cites Supervised and un- supervised learning of audio representations for music understanding,.

Emergent musical properties of a transformer under contrastive self-supervised learning Supervised and un- supervised learning of audio representations for music understanding,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.519820Z

Source-reported events for the cited work

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Observation 58c03637-db8d-4e40-8338-de22e327f3aa · outbound

This paper cites A simple framework for contrastive learning of visual representations,.

Emergent musical properties of a transformer under contrastive self-supervised learning A simple framework for contrastive learning of visual representations,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.503301Z

Source-reported events for the cited work

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Observation 4e614b17-e1c1-4134-9d65-12dae3c6600c · outbound

This paper cites Exploring simple siamese rep- resentation learning,.

Emergent musical properties of a transformer under contrastive self-supervised learning Exploring simple siamese rep- resentation learning,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.486063Z

Source-reported events for the cited work

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Observation 458e0e72-5dee-4e42-9a35-276709968ecb · outbound

This paper cites S3t: Self-supervised pre-training with swin transformer for music classification,.

Emergent musical properties of a transformer under contrastive self-supervised learning S3t: Self-supervised pre-training with swin transformer for music classification,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.470434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4d988db2-b634-4d48-ad42-bd4fba13f267 · outbound

This paper cites Multi- source contrastive learning from musical audio,.

Emergent musical properties of a transformer under contrastive self-supervised learning Multi- source contrastive learning from musical audio,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.456811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a3bbf4ac-2314-45cb-8010-ec63bc69de56 · outbound

This paper cites On the effect of data-augmentation on local embedding properties in the contrastive learning of music audio representations,.

Emergent musical properties of a transformer under contrastive self-supervised learning On the effect of data-augmentation on local embedding properties in the contrastive learning of music audio representations,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.442948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 96188798-a9b3-4f25-ad9b-c73e1b069693 · outbound

This paper cites Towards proper contrastive self-supervised learning strategies for mu- sic audio representation,.

Emergent musical properties of a transformer under contrastive self-supervised learning Towards proper contrastive self-supervised learning strategies for mu- sic audio representation,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.429137Z

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Observation fd279e44-5c74-4ff4-a46d-9d74ec13a658 · outbound

This paper cites Jukebox: A Generative Model for Music.

Emergent musical properties of a transformer under contrastive self-supervised learning Jukebox: A Generative Model for Music

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T21:35:05.476840Z

Source-reported events for the cited work

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Observation 2aaf93c1-9bbb-4bc0-9a6e-78093de39268 · outbound

This paper cites Music2latent: Consistency autoencoders for latent audio compres- sion,.

Emergent musical properties of a transformer under contrastive self-supervised learning Music2latent: Consistency autoencoders for latent audio compres- sion,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.414397Z

Source-reported events for the cited work

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Observation 17ce145e-450e-4671-8857-7628a823c927 · outbound

This paper cites Mert: Acoustic music understand- ing model with large-scale self-supervised training,.

Emergent musical properties of a transformer under contrastive self-supervised learning Mert: Acoustic music understand- ing model with large-scale self-supervised training,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.399602Z

Source-reported events for the cited work

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Observation bf08a89e-44f0-4548-adcd-7ea92fc5e838 · outbound

This paper cites Hu- bert: Self-supervised speech representation learning by masked prediction of hidden units,.

Emergent musical properties of a transformer under contrastive self-supervised learning Hu- bert: Self-supervised speech representation learning by masked prediction of hidden units,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.384924Z

Source-reported events for the cited work

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Observation a36c6b53-2ee3-4af9-ac30-dd0535a7b306 · outbound

This paper cites Masked Modeling Duo: Towards a Universal Audio Pre-training Framework,.

Emergent musical properties of a transformer under contrastive self-supervised learning Masked Modeling Duo: Towards a Universal Audio Pre-training Framework,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.369013Z

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Observation 9ed29d95-722a-4f58-8a8c-b338ce9d31e7 · outbound

This paper cites A foundation model for music informatics,.

Emergent musical properties of a transformer under contrastive self-supervised learning A foundation model for music informatics,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.354113Z

Source-reported events for the cited work

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Observation 55d2706a-a363-4f84-8e75-fca37ed507c6 · outbound

This paper cites Towards learning universal audio repre- sentations,.

Emergent musical properties of a transformer under contrastive self-supervised learning Towards learning universal audio repre- sentations,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.339180Z

Source-reported events for the cited work

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Observation 899d05f0-b107-4a45-8970-142757f7b261 · outbound

This paper cites Efficient training of audio transformers with patchout,.

Emergent musical properties of a transformer under contrastive self-supervised learning Efficient training of audio transformers with patchout,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.325628Z

Source-reported events for the cited work

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Observation f5c98dbb-9457-4fed-803d-2f660091463a · outbound

This paper cites AST: Audio Spectrogram Transformer,.

Emergent musical properties of a transformer under contrastive self-supervised learning AST: Audio Spectrogram Transformer,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.311361Z

Source-reported events for the cited work

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Observation 6d486a54-0999-4ea3-8da7-b63a8d4957d1 · outbound

This paper cites Contrastive audio-language learning for music,.

Emergent musical properties of a transformer under contrastive self-supervised learning Contrastive audio-language learning for music,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.297146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 074b5f9a-a406-4fbf-9f62-3a7b9d51397f · outbound

This paper cites MuLan: A joint embedding of music audio and natural language,.

Emergent musical properties of a transformer under contrastive self-supervised learning MuLan: A joint embedding of music audio and natural language,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.282242Z

Source-reported events for the cited work

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Observation 98d301f3-89f8-4c4a-8df1-dc3832eb69e6 · outbound

This paper cites An image is worth 16x16 words: Trans- formers for image recognition at scale,.

Emergent musical properties of a transformer under contrastive self-supervised learning An image is worth 16x16 words: Trans- formers for image recognition at scale,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.268884Z

Source-reported events for the cited work

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Observation 0ddd29b2-f065-40fb-8084-8d812f25c609 · outbound

This paper cites Emerging properties in self-supervised vision transformers,.

Emergent musical properties of a transformer under contrastive self-supervised learning Emerging properties in self-supervised vision transformers,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.255325Z

Source-reported events for the cited work

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Observation d749dca6-d96e-4f2a-ab1b-82d70efb1fa3 · outbound

This paper cites Dinov2: Learning robust visual features without su- pervision,.

Emergent musical properties of a transformer under contrastive self-supervised learning Dinov2: Learning robust visual features without su- pervision,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.241574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 226d7449-df82-40ae-a6f2-03f66a9dc5c3 · outbound

This paper cites An experimental comparison of multi-view self-supervised methods for music tagging,.

Emergent musical properties of a transformer under contrastive self-supervised learning An experimental comparison of multi-view self-supervised methods for music tagging,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.227042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 13f4b01c-0950-48c2-a97d-ffc126b7b848 · outbound

This paper cites Evaluation of algorithms using games: The case of music tagging,.

Emergent musical properties of a transformer under contrastive self-supervised learning Evaluation of algorithms using games: The case of music tagging,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.212178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e28d92d8-1aab-41b5-ae3a-56c8a7637f0d · outbound

This paper cites Sample-level deep convolutional neural networks for music auto- tagging using raw waveforms,.

Emergent musical properties of a transformer under contrastive self-supervised learning Sample-level deep convolutional neural networks for music auto- tagging using raw waveforms,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.197354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0bfdffd7-e98b-44b1-965b-5f578e7b2b94 · outbound

This paper cites Fmak: A dataset of key and mode annotations for the free music archive– extended abstract,.

Emergent musical properties of a transformer under contrastive self-supervised learning Fmak: A dataset of key and mode annotations for the free music archive– extended abstract,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.182847Z

Source-reported events for the cited work

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Observation fa88e5c1-f5a9-4383-a79c-b8aab4f90d48 · outbound

This paper cites Fma: A dataset for music analysis,.

Emergent musical properties of a transformer under contrastive self-supervised learning Fma: A dataset for music analysis,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.168855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4261a79d-38a1-49c8-963a-6dcde246119f · outbound

This paper cites Two datasets for tempo estimation and key detection in electronic dance music annotated from user corrections,.

Emergent musical properties of a transformer under contrastive self-supervised learning Two datasets for tempo estimation and key detection in electronic dance music annotated from user corrections,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.155065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e23889d3-0cbb-4bd8-af08-b83929fd044d · outbound

This paper cites Mir_eval: A transparent implementation of common mir metrics.

Emergent musical properties of a transformer under contrastive self-supervised learning Mir_eval: A transparent implementation of common mir metrics

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.141911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2c3cc49e-13ae-4d75-b100-b650bc73cc34 · outbound

This paper cites A review of rhythm de- scription systems,.

Emergent musical properties of a transformer under contrastive self-supervised learning A review of rhythm de- scription systems,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.128388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e8384560-86f0-475e-a6dc-a925eb01e127 · outbound

This paper cites Gtzan- rhythm: Extending the gtzan test-set with beat, down- beat and swing annotations,.

Emergent musical properties of a transformer under contrastive self-supervised learning Gtzan- rhythm: Extending the gtzan test-set with beat, down- beat and swing annotations,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.114137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 29e5a141-58f7-462c-ae10-9a1b598ad9d0 · outbound

This paper cites An efficient state- space model for joint tempo and meter tracking.

Emergent musical properties of a transformer under contrastive self-supervised learning An efficient state- space model for joint tempo and meter tracking

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.100350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3b5e2a55-18bf-417a-9cae-bc64d6d9fe20 · outbound

This paper cites Schubert win- terreise dataset: A multimodal scenario for music anal- ysis,.

Emergent musical properties of a transformer under contrastive self-supervised learning Schubert win- terreise dataset: A multimodal scenario for music anal- ysis,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:07.086494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1caf7440-4e60-42e1-9807-91284e18a930 · outbound

This paper cites Rwc music database: Popular, classical, and jazz music databases,.

Emergent musical properties of a transformer under contrastive self-supervised learning Rwc music database: Popular, classical, and jazz music databases,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:06.951477Z

Source-reported events for the cited work

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Observation 4e433577-08ba-47a5-a0e9-024df2af5a6b · outbound

This paper cites Attention is all you need,.

Emergent musical properties of a transformer under contrastive self-supervised learning Attention is all you need,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:06.937407Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c959286e-801c-4fea-b083-faeeb55374d1 · outbound

This paper cites Sbert-wk: A sentence em- bedding method by dissecting bert-based word mod- els,.

Emergent musical properties of a transformer under contrastive self-supervised learning Sbert-wk: A sentence em- bedding method by dissecting bert-based word mod- els,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:06.921383Z

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Observation 0efdfb1f-c557-4300-9d88-530e218306df · outbound

This paper cites Multipitch esti- mation of piano sounds using a new probabilistic spec- tral smoothness principle,.

Emergent musical properties of a transformer under contrastive self-supervised learning Multipitch esti- mation of piano sounds using a new probabilistic spec- tral smoothness principle,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:06.905846Z

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Observation 34d065b2-aead-4b5b-a7e5-bb482dc064bf · outbound

This paper cites SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python,.

Emergent musical properties of a transformer under contrastive self-supervised learning SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:06.892124Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8f7bef19-b1bc-43b1-9700-72719f01615b · outbound

This paper cites How many layers and why? An analysis of the model depth in transformers,.

Emergent musical properties of a transformer under contrastive self-supervised learning How many layers and why? An analysis of the model depth in transformers,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:06.876785Z

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Observation 29c93086-8781-4103-8290-204c23bc153c · outbound

This paper cites What does bert look at? an analysis of bert’s attention,.

Emergent musical properties of a transformer under contrastive self-supervised learning What does bert look at? an analysis of bert’s attention,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:35:06.862038Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation f8824715-575b-44c0-80e4-047e53cb353a · inbound