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Paper Citation Record · LEDGER

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching

As of 10 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 1 inbound Pith citation observation for arXiv:2506.07199.

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

pith.paper-citation-record.v1
2506.07199 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:45:26.160272Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T21:43:58.488173Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T21:48:34.626751Z

Reference resolution

61 of 61 outbound references displayed

  • verified exact4
  • verified fuzzy38
  • unresolved14
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ca82528c-5726-4ce6-a010-717902d398e0 · outbound

This paper cites Analytic Signal Processing in Music Computation.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Analytic Signal Processing in Music Computation

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.498350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:22.237070Z digest=sha256:7e43ec5a9488428b41e13e89227baed6bc3e71a12c5de5d0a46211eeb9810dca

Observation bd92c09b-f0c2-4622-905c-72a14a509417 · outbound

This paper cites responsibility.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching responsibility

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.581435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:21.630609Z digest=sha256:2fddbb0ec36cb10032bd4fd9207f262f3a236f3a1599d224e87a84b154ba9308

Observation 142467b1-408e-46c7-8eeb-dbcbfad80f70 · outbound

This paper cites A synthesizer is a map between these spaces, f:P → S.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching A synthesizer is a map between these spaces, f:P → S

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.567391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:21.746932Z digest=sha256:0b81f7bcb156a17e6ca088c6ee71d5017f91a621dec1164511bb2f145e45cd63

Observation 30ab2070-a2a2-4171-836f-bf2ef7f86252 · outbound

This paper cites par- tial.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching par- tial

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.539423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:21.904383Z digest=sha256:2b6dce490218203adb33e04009adc7187a340f6987581f7c7e730fa06429c809

Observation 3942fa31-fd2e-431e-8007-4faf9b250fa1 · outbound

This paper cites This extends beyond synthesizers, as audio effects also commonly exhibit permutation symmetries, as noted by Nercessian [22].

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching This extends beyond synthesizers, as audio effects also commonly exhibit permutation symmetries, as noted by Nercessian [22]

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.525513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:21.985952Z digest=sha256:67d3fbcea8ecbe57c2030544eca647ac6929cc9d1b7f06b7fcabd7afeeb1adc1

Observation 3188a99f-a7e5-4a21-a222-836ba2b5d260 · outbound

This paper cites In particular, our choice of VST synthesizer reflects a bias towards western popular music.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching In particular, our choice of VST synthesizer reflects a bias towards western popular music

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.511930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:22.073123Z digest=sha256:f267735056602abf08821398c8c5865d6c058c51656ef1d09f17c32c78832d39

Observation 5e2d0503-e4d4-4761-a07f-07b1cbee5769 · outbound

This paper cites an unresolved cited work.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Unresolved cited work

Reference 7

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unresolved
no resolver link, observed 2026-08-07T05:45:22.159370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:22.159370Z digest=sha256:51c22afb19d5693ec962c5ee0737443b7649f3a5e3c51b29cb6ef81a21fbc3c4

Observation 7e351726-253b-4c3f-9039-af9974c7b00d · outbound

This paper cites Synthesizer Sound Matching Using Audio Spectrogram Transformers.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Synthesizer Sound Matching Using Audio Spectrogram Transformers

Reference 8

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:22.765103Z digest=sha256:07e27dcccafd8ecff2f443034ece2bb38e1d351d95cdcf997e10217b754fd1f5

Observation 26f850e1-28a6-4054-ab81-a649793d2e1d · outbound

This paper cites Speech Analy- sis/Synthesis Based on a Sinusoidal Representation.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Speech Analy- sis/Synthesis Based on a Sinusoidal Representation

Reference 9

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T05:45:27.017809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:22.322131Z digest=sha256:246e86931eaae0979c1c412e1746741679bd55b42af18a414f36b74444671671

Observation 9abef5c6-37c6-4437-8a94-f6b62ffa5cc6 · outbound

This paper cites Spectral Model- ing Synthesis: A Sound Analysis/Synthesis System Based on a Deterministic Plus Stochastic Decompo- sition.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Spectral Model- ing Synthesis: A Sound Analysis/Synthesis System Based on a Deterministic Plus Stochastic Decompo- sition

Reference 10

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verified exact
doi, observed 2026-08-07T05:45:26.305657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:22.410180Z digest=sha256:df691eb74b4c060699f40cd39792a04af79c4fdb4fec3d6cb43f7a24f8a9bbb9

Observation 927c5764-8b19-42ad-bf43-3b2ba09189f8 · outbound

This paper cites A Comparison of Parametric Optimization Techniques for Musical Instrument Tone Matching.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching A Comparison of Parametric Optimization Techniques for Musical Instrument Tone Matching

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:22.468506Z digest=sha256:e83fd5ebcf8fe810cdcd0d4697a35b5423ab9d09fa78c4f3df40cf909a7edf50

Observation 1217fbb8-7a55-401c-94e9-a7ee8b18394b · outbound

This paper cites The Synthesizer Programming Prob- lem: Improving the Usability of Sound Synthesizers.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching The Synthesizer Programming Prob- lem: Improving the Usability of Sound Synthesizers

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.471219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:22.538578Z digest=sha256:d746fe319e25d089a6b4b69112e44a86e591f007d872a64dbd041c9a8b48dcdf

Observation ddc1774b-fbeb-4e2e-aacb-29646a338723 · outbound

This paper cites InverSynth: Deep Estimation of Synthesizer Parameter Configurations from Audio Signals.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching InverSynth: Deep Estimation of Synthesizer Parameter Configurations from Audio Signals

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:45:26.943990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:22.619717Z digest=sha256:7f2b0840763cb9e2030057070c630a00418f8bc459ff3120d897cf038a89aec2

Observation 8ddb1f52-b85c-4a0f-a455-bf2c4747ccd9 · outbound

This paper cites Improving Semi-Supervised Differentiable Synthesizer Sound Matching for Practical Applications.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Improving Semi-Supervised Differentiable Synthesizer Sound Matching for Practical Applications

Reference 14

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no resolver link, observed 2026-08-07T05:45:22.711000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:22.711000Z digest=sha256:758068c8863c37eb767a6265fa1c264dcc0ccab017a6e17ce262175bc3a511f3

Observation 568a9c56-0ce2-4610-982c-7f2740b50edf · outbound

This paper cites DDSP: Differentiable Digital Signal Processing.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching DDSP: Differentiable Digital Signal Processing

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.390714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.238577Z digest=sha256:a164b3051b806e1ccdeec594c9f5e091d6337ada8b319f40b57df026211042e9

Observation fcf20491-122f-43f1-a084-a0f2d991f05e · outbound

This paper cites The Responsibility Problem in Neural Networks with Unordered Targets.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching The Responsibility Problem in Neural Networks with Unordered Targets

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.444130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:22.847562Z digest=sha256:6d91d5e2cff7a959cc631f272107717bcfe749e5932240be88e322fdee36abe6

Observation d4101589-6adb-44a4-8219-386f1dc11b3a · outbound

This paper cites FSPool: Learning Set Representations with Featurewise Sort Pooling.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching FSPool: Learning Set Representations with Featurewise Sort Pooling

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.430702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:22.921922Z digest=sha256:aed94db5b0a8d2379ef8dc86bd897b30880d34b478e871686ea9bef7b76a92ba

Observation d80c840d-cdd5-4146-9412-ec8a734d3b84 · outbound

This paper cites Flow Synthesizer: Universal Audio Synthesizer Control with Normalizing Flows.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Flow Synthesizer: Universal Audio Synthesizer Control with Normalizing Flows

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:22.986141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:22.986141Z digest=sha256:62d3c7a81f73748734894ebe585f4f7ed5a5fd1dbfae68b378f54bb3edaace38

Observation c33c80e0-1deb-4f16-8a5a-893ff98ea9ba · outbound

This paper cites Improving Synthesizer Programming From Variational Autoencoders Latent Space.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Improving Synthesizer Programming From Variational Autoencoders Latent Space

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:23.050922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:23.050922Z digest=sha256:9c53a30b948af81b2055c61a29ad876f50f28dc7ac8c374a5d61a72965e245b9

Observation 549c4ec3-664b-43c8-8a09-8b368a323c6c · outbound

This paper cites Equivari- ant Flows: Exact Likelihood Generative Learning for Symmetric Densities.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Equivari- ant Flows: Exact Likelihood Generative Learning for Symmetric Densities

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.417283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.106661Z digest=sha256:fe49ca337ce40c772551293d3ca74bc555b1c17e6f2d04361e9d4348c3d725d0

Observation 5e67ce15-3dab-4ff0-8108-42def970824b · outbound

This paper cites AST: Audio Spectrogram Transformer.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching AST: Audio Spectrogram Transformer

Reference 21

Resolution
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raw_fallback, observed 2026-08-07T05:45:27.403942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.169325Z digest=sha256:e4269738b09b694caab389361c382574dc2593c18c16eca9139efa85d0a489e5

Observation 09999f1a-9b6c-48cf-86e0-ec87dcfb2856 · outbound

This paper cites Neural Parametric Equalizer Matching Using Differentiable Biquads.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Neural Parametric Equalizer Matching Using Differentiable Biquads

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.322640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.704025Z digest=sha256:7a73a8975a2996e7c4c7e935d5668c2b2cc2cc64800abb98c3129353f836e774

Observation 70cec148-82e2-4689-b058-0e7a19e42d75 · outbound

This paper cites A Review of Differentiable Digital Signal Processing for Music & Speech Synthesis.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching A Review of Differentiable Digital Signal Processing for Music & Speech Synthesis

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.377309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.304754Z digest=sha256:bb936b318af663ef62fdcf015df77b86f99ed23c75bf89129b1bb1542490be5c

Observation 09945238-3bb2-47e2-b153-69e32e68a4c1 · outbound

This paper cites Synthesizer Sound Matching with Differentiable DSP.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Synthesizer Sound Matching with Differentiable DSP

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.364487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.370092Z digest=sha256:13c6deb02740e5e725032a55f04584cc5befea8d9dfd8ab61ede8339a899d430

Observation c08085a3-4b5a-4a96-94ea-b042f5abeb9f · outbound

This paper cites DiffMoog: a Differentiable Modular Synthesizer for Sound Matching.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching DiffMoog: a Differentiable Modular Synthesizer for Sound Matching

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:23.434465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:23.434465Z digest=sha256:c0780f85d47d91aa89fc75c3e618b8d60b7133d9dd36641100cf6208cee25432

Observation 7092804f-c503-4d29-997e-ca5d4d7afae2 · outbound

This paper cites White Box Search over Audio Synthesizer Parameters.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching White Box Search over Audio Synthesizer Parameters

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.350890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.507264Z digest=sha256:28232a44e12a4f493a2f449ebea9244d69f2d9a6b64bc4067a41e1211804caee

Observation 9ccc93ac-12f6-466f-9a59-3178993d6208 · outbound

This paper cites Learning to Solve Inverse Problems for Perceptual Sound Matching.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Learning to Solve Inverse Problems for Perceptual Sound Matching

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:23.575546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:23.575546Z digest=sha256:56e036aa18d2c821cc883f92bf8009853d0be670e9c6eef646c4eb4b49a6228c

Observation 02835352-b8d8-48cd-9bb8-7759e2604ac2 · outbound

This paper cites Self-Supervised Pitch Detection by Inverse Audio Synthesis.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Self-Supervised Pitch Detection by Inverse Audio Synthesis

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.336972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.643840Z digest=sha256:4c67b01f210c4166b4ad5189169d6b22d4adfe131628fecd4b1129f67efd7538

Observation ec7e23cb-d5cf-4b39-81e4-a51be8917aae · outbound

This paper cites Neural Ordinary Differential Equations.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Neural Ordinary Differential Equations

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.254427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.183483Z digest=sha256:3c72166525fc558482063ff82a33189f9f29f6e69d8430f5c1c6a45566fa0bc6

Observation 642d0dc3-0b71-4f8b-8d64-4db836412df0 · outbound

This paper cites Set Prediction without Imposing Structure as Conditional Density Estimation.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Set Prediction without Imposing Structure as Conditional Density Estimation

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.309214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.772949Z digest=sha256:038e510847e313bd1f6894886cc40cdf882acc0d79378eb7da04a4c0cef3b2a5

Observation 1008ee17-befb-4e4d-86d4-996da0eea1c4 · outbound

This paper cites Deep Set Prediction Networks.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Deep Set Prediction Networks

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.295688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.842254Z digest=sha256:d06cef007eeec5d2b50921c4c7169e20a56ca2f8ccc276a68ecafca3e581b30d

Observation 1ad0de0c-7dc9-4aa2-af7a-48b891394469 · outbound

This paper cites Conditional Set Generation with Transformers.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Conditional Set Generation with Transformers

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:23.907721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:23.907721Z digest=sha256:3963b2451c0b7e781ad1b29bc1c5877b3b3d17893fd7df47504505dede4dc182

Observation aede0710-b2f6-4e4e-9984-e54613806d87 · outbound

This paper cites an unresolved cited work.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Unresolved cited work

Reference 33

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T05:45:27.281567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:23.977963Z digest=sha256:f1189a464b9712ad59a54f3f09c8ba08f239468a9b1b3449d6fd1826218e13ae

Observation 53f1aeab-68b5-4433-9a4d-3b42377df94a · outbound

This paper cites Scalable Nor- malizing Flows for Permutation Invariant Densities.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Scalable Nor- malizing Flows for Permutation Invariant Densities

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.267959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.051042Z digest=sha256:69854c93ddf40e5f5049b088fca8b83e74545e4006c6b5a971bbb23da27edc90

Observation 99153c1d-0da5-4ede-a509-ab194218881b · outbound

This paper cites Fast Point Cloud Generation with Straight Flows.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Fast Point Cloud Generation with Straight Flows

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:24.115571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:24.115571Z digest=sha256:4d86e4d73d0376d2f9fa38b94ec763a7ffd45fa3c5bf9f264777b0c22b1100da

Observation 2bc2803e-d20b-46b9-8f54-73e47bef8153 · outbound

This paper cites Equivariant Flow Matching for Molecular Conformer Generation.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Equivariant Flow Matching for Molecular Conformer Generation

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.168983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.645021Z digest=sha256:de89c83a13bbbaa0d182fe2722fe409ab65f6d39ba7bcd6cfd23e7fe13819cee

Observation 0b1712df-68b9-4e31-bffe-6d7eade285d9 · outbound

This paper cites FFJORD: Free-Form Contin- uous Dynamics for Scalable Reversible Generative Models.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching FFJORD: Free-Form Contin- uous Dynamics for Scalable Reversible Generative Models

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.240883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.251999Z digest=sha256:09ecf8558ba0fc22a96be6c08c9b4b5d43eb0ae9fab781b4d375836319d8af06

Observation 1d4ff748-0969-4d3a-8484-22676683591d · outbound

This paper cites Improving and Generaliz- ing Flow-Based Generative Models with Minibatch Optimal Transport.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Improving and Generaliz- ing Flow-Based Generative Models with Minibatch Optimal Transport

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.226996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.322355Z digest=sha256:e953bfe9a435996c3d80d1c0f0b85b9e2c080ce84b07927cfcd692fe4336cefc

Observation b4bbce85-579f-4161-a7f2-40a9c128ecba · outbound

This paper cites Flow Matching for Generative Modeling.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Flow Matching for Generative Modeling

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.211520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.394676Z digest=sha256:2c0a7fa2572e722e8e9ca747b814b52afa61eb4ea0d7911a92855640d5f11104

Observation 4d522995-704e-402b-b00f-9e8b4d5bd6a8 · outbound

This paper cites In practice, we find it necessary to initialize Z,Z ′, and A such that PA R A M2TO Kis approximately invariant to any permutation of the parameter vector.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching In practice, we find it necessary to initialize Z,Z ′, and A such that PA R A M2TO Kis approximately invariant to any permutation of the parameter vector

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.553951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:21.820119Z digest=sha256:5c79c0b2870104d00cceac5ed4bab0133b55e2c9314abfa19b4d1c47422bd80f

Observation 2e2a9348-c223-46fc-a445-9b53a9d5ef9c · outbound

This paper cites Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.196549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.450395Z digest=sha256:5a132ebc078e5bf71bab55d94c622405382234df98a59fd751eae406ce59605e

Observation a00e4385-0662-43e5-ac80-356259bbbbc9 · outbound

This paper cites Multisample Flow Matching: Straightening Flows with Minibatch Cou- plings.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Multisample Flow Matching: Straightening Flows with Minibatch Cou- plings

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.182573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.507432Z digest=sha256:4eddba77fe38322c88596e65854d07b7815c6abfa785bd2cb08111bc0757d375

Observation 9e79b68c-e7cb-4b0b-bd84-778b7d88b57e · outbound

This paper cites Equivariant Flow Matching with Hybrid Probability Transport.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Equivariant Flow Matching with Hybrid Probability Transport

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:24.575345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:24.575345Z digest=sha256:ed739d275fcdb973e3ade04e8e62ac8f6fa6dc85ffbdc036408cd9cb3d9dc527

Observation c480d430-4f72-437a-a668-8f1a00c45ce2 · outbound

This paper cites Equiv- ariant Flow Matching.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Equiv- ariant Flow Matching

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.156391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.714387Z digest=sha256:f3d3b7dd5eff5255c528d0d8594960965402cb3bb04642f96e1fb5ccc16a26a1

Observation a1fa44dd-782d-4da8-8f55-bbcb19833322 · outbound

This paper cites Attention Is All You Need.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Attention Is All You Need

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.143520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.783773Z digest=sha256:76dd91fa5070f64c1a33fdfa3da90c84ac1e933a3f04d0eb965f3a0ddb3c0524

Observation 7b637c23-beb2-4358-9a4b-3dc54a6f4fbf · outbound

This paper cites Scalable Dif- fusion Models with Transformers.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Scalable Dif- fusion Models with Transformers

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:24.852339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:24.852339Z digest=sha256:683d6f479ace3b8021e8e44c2fc65e51129a2a9b11609642c12623ded70f7516

Observation de307e42-a685-41fa-97d3-d7cd5e14806a · outbound

This paper cites Using the Output Em- bedding to Improve Language Models.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Using the Output Em- bedding to Improve Language Models

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:24.918276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:24.918276Z digest=sha256:293b74e15e646d25c9660869b490f7fece4b7c57fb1d1cb12a7ef9bdfc68ccfc

Observation b7c71f68-073a-41cf-9b7e-5d1ff2358317 · outbound

This paper cites Classifier-Free Diffusion Guidance.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Classifier-Free Diffusion Guidance

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.130051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:24.975698Z digest=sha256:95493f253ebf335a73949f8c14fece727e8c3abe3fa1864431d42c033d1e30fe

Observation 6285123d-6a91-4357-8b32-b0106d167d8e · outbound

This paper cites Guided Flows for Generative Modeling and Decision Making.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Guided Flows for Generative Modeling and Decision Making

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:25.046653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:25.046653Z digest=sha256:f374c14c693604e9332319e00f52d88878b72a4da0f10ea55327d23349fb9618

Observation 30f32161-5985-4c15-aec3-afad909532b4 · outbound

This paper cites Per- ceptually Informed Synthesis of Bandlimited Classi- cal Waveforms Using Integrated Polynomial Inter- polation.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Per- ceptually Informed Synthesis of Bandlimited Classi- cal Waveforms Using Integrated Polynomial Inter- polation

Reference 50

Resolution
verified exact
doi, observed 2026-08-07T05:45:26.212862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:25.131040Z digest=sha256:335f69fe17140111c0319985cbe8228357f65525742f95c023a350b2b44a2433

Observation 79eed923-0f33-4af2-8c45-8e75c44e2316 · outbound

This paper cites Parametric Correspondence and Chamfer Matching: Two New Techniques for Image Matching.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Parametric Correspondence and Chamfer Matching: Two New Techniques for Image Matching

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.116411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:25.194944Z digest=sha256:2e59a27c6ba74d0af19c11c834f14f576b3615c6707318c973fb9563067cc381

Observation b9547f41-2e78-4114-a536-d2ca7e2d67d6 · outbound

This paper cites Version 0.7.3.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Version 0.7.3

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.102724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:25.305255Z digest=sha256:7ee364fee6ebbea2c91d7f1b6be2a6c0ca19bb76fb04108646dd9fabaf6bc18c

Observation 1e3953fa-91ec-4a96-8b2e-d1144826d9ec · outbound

This paper cites On Layer Normalization in the Transformer Architecture.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching On Layer Normalization in the Transformer Architecture

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.089807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:25.450465Z digest=sha256:7e152b8e82b9b0c83a5f3f5d7c11f9a514c5124a1b91f1af44494edac0fc508b

Observation 24ff4241-d195-4814-b0ce-bfa7df7b57ea · outbound

This paper cites an unresolved cited work.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:45:27.075187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:25.614155Z digest=sha256:587c9418f3457bea6fa8e31eabe0bcecbd97fc71c76103f61adbb8327317351c

Observation 0e69bde3-3f82-49a1-b133-de000f4c00be · outbound

This paper cites I'm Sorry for Your Loss: Spectrally-Based Audio Distances Are Bad at Pitch.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching I'm Sorry for Your Loss: Spectrally-Based Audio Distances Are Bad at Pitch

Reference 55

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:45:26.617164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:25.740024Z digest=sha256:2a1d4d1d59de8dc4cb341d6a8cf2e18ca7020b7924fb5cb3f558c60b19fcd35e

Observation 973e7722-8694-4aa9-a26e-f06f227a2d3e · outbound

This paper cites Unsupervised Harmonic Parameter Estimation Us- ing Differentiable DSP and Spectral Optimal Trans- port.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Unsupervised Harmonic Parameter Estimation Us- ing Differentiable DSP and Spectral Optimal Trans- port

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:25.844363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:25.844363Z digest=sha256:bbaba8d347dba9a70133694e61438f4e5966d7faec3aa7c1d0634f9b9f0d39e8

Observation 500f4c8b-b79e-495a-998a-67dd90870f26 · outbound

This paper cites Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.061320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:25.950322Z digest=sha256:c4395ed480967af13e0750ddb70cada3f50850851edefa4f1a9f57a869a8d14a

Observation bd3c3998-ad12-4cc2-a758-82b0344f9097 · outbound

This paper cites FSD50K: An Open Dataset of Human-Labeled Sound Events.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching FSD50K: An Open Dataset of Human-Labeled Sound Events

Reference 58

Resolution
malformed identifier
no resolver link, observed 2026-08-07T05:45:26.021105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:26.021105Z digest=sha256:9107c2d543f8e95674b0ee6637984a2668c83e8f3f79e469112f0c07c8315ddd

Observation be9229d3-c5ad-4a61-bae6-32bd84067544 · outbound

This paper cites Density Estimation Using Real NVP.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Density Estimation Using Real NVP

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.047314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:26.077357Z digest=sha256:fead3efa90ef42187a5cdc8c55b6615d5ec86decba0d8ee6f800ec72eaf8cb69

Observation cfc51220-8e40-464d-b794-989fa7d6695b · outbound

This paper cites Fast and Flexible Neural Audio Synthesis.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Fast and Flexible Neural Audio Synthesis

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.032966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:45:26.142353Z digest=sha256:d34a9f3a6cff71b3814ca19740e2ac5724191868d442e8a65a03f0158361517d

Observation 6b09d57f-0af0-48ce-894d-88f6d7c53f29 · outbound

This paper cites Crepe: A Convolutional Representation for Pitch Estimation.

Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching Crepe: A Convolutional Representation for Pitch Estimation

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-07T05:45:26.160272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:26.160272Z digest=sha256:da79d5ebc4eb6216688465abdb03da93ea7ae17652e2081c2bbb69bb30df32fe

Pith citing papers

Observation cd133542-67ca-40e6-8027-c3bfe56f1495 · inbound

Learning Filters in Feedback Delay Networks from Noisy Room Impulse Responses cites this paper.

Learning Filters in Feedback Delay Networks from Noisy Room Impulse Responses Audio synthesizer inversion in symmetric parameter spaces with approximately equivariant flow matching

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-16T21:48:34.628405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T21:43:58.488173Z digest=sha256:e4a3ab70c58f8b3948ab7e8a0740855cd65e9a0773472ce42cbc4eca93ed327b