Paper Citation Record · LEDGER

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch

As of 15 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2507.17208.

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

pith.paper-citation-record.v1
2507.17208 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:59:53.498359Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:59:53.349227Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T14:59:53.578636Z

Reference resolution

39 of 39 outbound references displayed

verified exact2
verified fuzzy33
unresolved2
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c4132dcd-19d7-4bcc-9573-d40fb7f739e9 · outbound

This paper cites It has been applied to many kinds of applica- tions, such as text-to-speech and emotion recognition, among others [1, 2, 3].

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch It has been applied to many kinds of applica- tions, such as text-to-speech and emotion recognition, among others [1, 2, 3]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.948258Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0557ffbd-8a97-4897-80f3-28dc7d2cd753 · outbound

This paper cites SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T14:59:53.582393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 840a7197-cdaa-4ac2-a62a-854b663a06d4 · outbound

This paper cites Experimental setup Datasets: In our experiments, we used two datasets.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Experimental setup Datasets: In our experiments, we used two datasets

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T14:59:53.937831Z

Source-reported events for the cited work

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Observation 1324bbdf-067c-4ad8-8505-30a905589631 · outbound

This paper cites By incorporating the absolute pitch into the model, SLASH enhanced the pitch prediction accuracy of conventional SSL-based methods, which depend on relative pitch objectives.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch By incorporating the absolute pitch into the model, SLASH enhanced the pitch prediction accuracy of conventional SSL-based methods, which depend on relative pitch objectives

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.926436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bbec28ee-caa4-468a-ba38-b175895f5f7d · outbound

This paper cites A Survey on Neural Speech Synthesis.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch A Survey on Neural Speech Synthesis

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:53.360356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31749ecb-f8b6-4cc9-8fbd-2fb868272c4d · outbound

This paper cites Speech emotion recognition using deep learning techniques: A review,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Speech emotion recognition using deep learning techniques: A review,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.915930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d5712d0c-c578-4dd4-9d7d-ab9487760f8a · outbound

This paper cites An overview of voice conversion and its challenges: From statistical modeling to deep learning,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch An overview of voice conversion and its challenges: From statistical modeling to deep learning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.904766Z

Source-reported events for the cited work

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Observation 30d970ca-d21d-4527-b327-a87b1f4fb527 · outbound

This paper cites PYIN: A fundamental frequency estimator using probabilistic threshold distributions,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch PYIN: A fundamental frequency estimator using probabilistic threshold distributions,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.893264Z

Source-reported events for the cited work

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Observation 161e625f-55e5-4574-a0c0-545b3059ed36 · outbound

This paper cites A sawtooth waveform inspired pitch estimator for speech and music,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch A sawtooth waveform inspired pitch estimator for speech and music,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.881585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a623cd81-325e-41a4-b19f-ea2be75783e5 · outbound

This paper cites A robust algorithm for pitch tracking (RAPT),.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch A robust algorithm for pitch tracking (RAPT),

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.869194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 34a6407b-58d7-4bab-89f1-7dc329742893 · outbound

This paper cites PESTO: Pitch estimation with self-supervised transposition-equivariant objec- tive,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch PESTO: Pitch estimation with self-supervised transposition-equivariant objec- tive,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.858147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 01f4518f-a093-4662-84f1-f4c571122f28 · outbound

This paper cites SPICE: Self-supervised pitch estimation,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch SPICE: Self-supervised pitch estimation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.846610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f9b7e45e-f122-4d58-8f57-1d0c5ff4cc65 · outbound

This paper cites Crepe: A convolu- tional representation for pitch estimation,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Crepe: A convolu- tional representation for pitch estimation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.835702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 38625b17-a927-43b2-afee-3205498d9c63 · outbound

This paper cites DeepF0: End-to-end fundamen- tal frequency estimation for music and speech signals,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch DeepF0: End-to-end fundamen- tal frequency estimation for music and speech signals,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.825369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 089d3406-ee7f-406d-af5a-62ea0deb3f46 · outbound

This paper cites Noise-robust DSP-assisted neural pitch estimation with very low complexity,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Noise-robust DSP-assisted neural pitch estimation with very low complexity,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.814824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cdf6c810-7c59-415b-ab9e-ddd0f8336852 · outbound

This paper cites NANSY++: Unified Voice Synthesis with Neural Analysis and Synthesis.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch NANSY++: Unified Voice Synthesis with Neural Analysis and Synthesis

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:59:53.560739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 193cd4ad-c9b8-45ee-8ddf-66446c1f1741 · outbound

This paper cites Singing voice separa- tion and vocal F0 estimation based on mutual combination of ro- bust principal component analysis and subharmonic summation,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Singing voice separa- tion and vocal F0 estimation based on mutual combination of ro- bust principal component analysis and subharmonic summation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.802898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 50fbb57d-84cb-41cf-b93c-8f534433d212 · outbound

This paper cites Unsupervised harmonic parameter estimation using differentiable DSP and spectral opti- mal transport,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Unsupervised harmonic parameter estimation using differentiable DSP and spectral opti- mal transport,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.792416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 59b00769-c895-4bf5-a692-58d5202f61b8 · outbound

This paper cites DDSP: Differentiable Digital Signal Processing.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch DDSP: Differentiable Digital Signal Processing

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T14:59:53.415326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e98f068b-29ce-4a61-8492-5ffad18ea928 · outbound

This paper cites Technical foundations of tandem- straight, a speech analysis, modification and synthesis frame- work,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Technical foundations of tandem- straight, a speech analysis, modification and synthesis frame- work,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.781101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7a51550f-7c5e-40e4-a1c4-715c2c9e511c · outbound

This paper cites WORLD: A vocoder- based high-quality speech synthesis system for real-time applica- tions,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch WORLD: A vocoder- based high-quality speech synthesis system for real-time applica- tions,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.770781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation beac2734-bf82-41da-914b-31c8840608b5 · outbound

This paper cites A spectral envelope estimation method based on F0-adaptive multi-frame integration analysis,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch A spectral envelope estimation method based on F0-adaptive multi-frame integration analysis,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.760809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c91b2f6b-5bec-4449-a631-c908ac175f8e · outbound

This paper cites Differentiable WORLD Synthesizer-based Neural Vocoder With Application To End-To-End Audio Style Transfer.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Differentiable WORLD Synthesizer-based Neural Vocoder With Application To End-To-End Audio Style Transfer

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-06T14:59:53.535942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 759dd120-e030-4022-a8f1-d2911e2ba727 · outbound

This paper cites Calculation of a constant Q spectral transform,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Calculation of a constant Q spectral transform,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.748476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e3645cea-de11-4d8f-b690-c84aeede71fd · outbound

This paper cites Robust estimation of a location parameter,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Robust estimation of a location parameter,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.737799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 283b9773-82ae-4bab-8818-dc977acb93fa · outbound

This paper cites Spectral smoothing technique in PARCOR speech analysis-synthesis,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Spectral smoothing technique in PARCOR speech analysis-synthesis,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.725470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 15a6d693-2c07-4c86-b055-b3414fcc257d · outbound

This paper cites Learning to learn by gradient descent by gradient descent,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Learning to learn by gradient descent by gradient descent,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.715232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4eb387b1-fdcd-4ebf-aa7b-eb7a1cbe1ba1 · outbound

This paper cites A spectral energy distance for parallel speech synthesis,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch A spectral energy distance for parallel speech synthesis,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.704764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 69281a0f-f797-4506-a81f-5913d60816bb · outbound

This paper cites LibriTTS-R: A restored multi-speaker text-to-speech corpus,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch LibriTTS-R: A restored multi-speaker text-to-speech corpus,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.694773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 78b63fb6-8ae4-4dae-a47c-c64f5978276e · outbound

This paper cites On the improvement of singing voice separation for monaural recordings using the MIR-1K dataset,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch On the improvement of singing voice separation for monaural recordings using the MIR-1K dataset,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.684669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d69b9152-61c8-4b7c-9688-33bf9aa99174 · outbound

This paper cites ESPnet-TTS: Uni- fied, reproducible, and integratable open source end-to-end text- to-speech toolkit,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch ESPnet-TTS: Uni- fied, reproducible, and integratable open source end-to-end text- to-speech toolkit,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.675128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f934d510-c05d-4a77-96f8-ddee088ea706 · outbound

This paper cites Decoupled weight decay regulariza- tion,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Decoupled weight decay regulariza- tion,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.665163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1312bd19-4574-4fd7-9daf-d4fb8ad39220 · outbound

This paper cites Fast and reliable F0 estimation method based on the period extraction of vocal fold vibration of singing voice and speech,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Fast and reliable F0 estimation method based on the period extraction of vocal fold vibration of singing voice and speech,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.655731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8d711df3-e4ec-4798-8aea-95d783e9333d · outbound

This paper cites Harvest: A high-performance fundamental frequency estimator from speech signals,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Harvest: A high-performance fundamental frequency estimator from speech signals,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.646507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation af257b4e-b97d-4928-97be-372c9c0fe827 · outbound

This paper cites Multiple fundamental fre- quency estimation by modeling spectral peaks and non-peak re- gions,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Multiple fundamental fre- quency estimation by modeling spectral peaks and non-peak re- gions,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.635556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4a1de76e-c04a-4485-abf5-98f53fdb42a3 · outbound

This paper cites MedleyDB: A multitrack dataset for annotation- intensive MIR research.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch MedleyDB: A multitrack dataset for annotation- intensive MIR research

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.625833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 597ffbe7-1f90-46a6-a1cb-184ba3471167 · outbound

This paper cites An analysis/synthesis framework for automatic F0 annotation of multitrack datasets,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch An analysis/synthesis framework for automatic F0 annotation of multitrack datasets,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.613854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2f2ca08e-d900-46f3-a801-4e72f78c26a6 · outbound

This paper cites Neural audio synthesis of musi- cal notes with wavenet autoencoders,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Neural audio synthesis of musi- cal notes with wavenet autoencoders,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.603344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cf7fdb41-2f9f-4183-8f90-7ad8f384b377 · outbound

This paper cites Melody extraction from polyphonic music signals: Approaches, applica- tions, and challenges,.

SLASH: Self-Supervised Speech Pitch Estimation Leveraging DSP-derived Absolute Pitch Melody extraction from polyphonic music signals: Approaches, applica- tions, and challenges,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:59:53.593284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 0557ffbd-8a97-4897-80f3-28dc7d2cd753 · inbound