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Paper Citation Record · LEDGER

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

As of 14 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 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:22.237070Z digest=sha256:fb3be27cd8c3e56379261324e64711163c4c90704eb3d04cca1edbde925a5317

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

Resolution
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:21.630609Z digest=sha256:f1b58095382552cb927293466b22dcd70685a57de81c7d63726ddb4c126d9368

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:21.746932Z digest=sha256:6327500b80cec7e228c733d6ef25dae4ca4ea578fdfaf0616b0dc3e153e3e13b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:21.904383Z digest=sha256:70594cbc2e705a728a38e0e5b9330b0375631d6f446f57a9284c1845de173c93

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

Resolution
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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:21.985952Z digest=sha256:41973b9a0a1dc12d609dbaf9387f95ccea346430cafbe5e1c94ff6c5a37683f6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:22.073123Z digest=sha256:b437554d1f8d40b79f38141d6c9390a0447679a70548e901067336b12a22d575

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:aec82c3c02c82722c76cdfb3979fdfd8014960fbbe0ce03dfd81acafc2b9e74d

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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raw_fallback, observed 2026-08-07T05:45:27.457781Z

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.

source=pdf_text observed=2026-08-07T05:45:22.765103Z digest=sha256:9a4c932109303f54ab61f69edf26b6fff889a2954a7bf9fb8db6de8bcfec73d9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:22.322131Z digest=sha256:5e3cc21921be40728eb93d851776ba4270226dce4499770b10cb9e381f3caf81

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:22.410180Z digest=sha256:a92237f500254225e07581e48cd4f611bb3e8b200f470f9014896bb523ea7f8c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:22.468506Z digest=sha256:176f48fea1f70d61921ce6d88f6be33cae90c5d6e168c5d76ace957670c55779

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

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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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:22.538578Z digest=sha256:b59faf47b6d26c10a2ba0922f073a86f5476631e6ca9447aec2c283ab8fcf46d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:22.619717Z digest=sha256:0eb0a801e0d05b935494a4bf88144f92bdbca6f667dea3ecafc7802633c8a34c

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:45:22.711000Z digest=sha256:3939826b23e635c3e98dc9ca8a012b5941df790d58494cb63ae8a18adcf40be5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:23.238577Z digest=sha256:fe9f861ca6c2bb74da0477c973ceefba848e0fd6ddf14af19533f98c37a7ccce

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:22.847562Z digest=sha256:9f2d09cc5179f44fd8b613d314e059d056113df2c7d606221d8785b14f551066

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:22.921922Z digest=sha256:1a5e26c7ae7167b088d30e25fd9e74bfd3ebe67630eafae521c71d4c6124bf30

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=sha256:82d6fabf84074e9ba99414bee6df9f5a7d171840f644c66d5511ca8407b9edde

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=sha256:2d49f5bd1dfeea795be55cfb7e6b90bf4bf2385d63829c37f66f455aae16aeb6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:23.106661Z digest=sha256:85627f3e5abaa4593f992ba44434692944b9a7ee86deaff098ae419237a8f38c

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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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.

source=pdf_text observed=2026-08-07T05:45:23.169325Z digest=sha256:3575c3e1f56ff07e685a4db2bea69be35facad36f01268fd136cc439a50d3ee5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:23.704025Z digest=sha256:54dcdec0c8d2ec06b5a533c652e43546d2188047fec0bcc12dc0d5e6824e8780

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:23.304754Z digest=sha256:e085b9c41d5925271bdc488ebadbe1a1e1c2191df7a01b736a666383c6856567

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:23.370092Z digest=sha256:39902db4a76ea205612159832a2079d4a260bb4c627ff25860e85b20fc62dbdf

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

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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:d38bf3c909f621f73d607483f193bd44e043b1490fcc929aa93c17d249b669e8

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:23.507264Z digest=sha256:bcffbd413ca93e2e9b13fead34d3fe76f0f83edcd69f3088aca9a459e962a9b8

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:eaffe4adf74e151c132cfbc09616214c569da5fe64914dcfd8d5603442a66b1a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:23.643840Z digest=sha256:310a6974c3ca2a5b4a6e5dcb6d93d613e928a0ef0b2e91d4e9f99bed32e07477

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.183483Z digest=sha256:622f66a5b1460de3668d073d9553a3d2966e034f8133cdbb9308178cf6c808fb

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:23.772949Z digest=sha256:5d89f186ea4ba83439fd46d3c3234546ae399336441a6beb748e0cb98b9a48ff

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:23.842254Z digest=sha256:619ac87897140a5ed2fafc88219fa8f3113bf6a457a3b773e15655120fec787f

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=sha256:89312df47ab7646fb7aef08d828e2d42af022bcdeb0d7d73a400e0c04bad3bd8

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:23.977963Z digest=sha256:d690201663cc160ccf02d4a6377fd37a99db30e54dfa8f8dcb665ec5dc7ee81d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.051042Z digest=sha256:5ce83eb64bcadeb207a361f80d35da790107c7bbce9c6d04cd17900940d436bd

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=sha256:48ba91a14781e54e299b0c668bdfbcb3fd0dceec71a907c9e86d9e15de0cac3d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.645021Z digest=sha256:71d5ca371b7ef0fbdacef06f3e577d4813e3e8c255c9f60b0c80c5aaa0b1997a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.251999Z digest=sha256:27a9c4432b04c4f5e5208fb876bc2cfcf06b43fbf3a42cbe034c270d81b1a5f2

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.322355Z digest=sha256:c114658be65aaa267dd24219f1dc7433ee95454492e6abf963529f657d5fbd56

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.394676Z digest=sha256:ddf57319b7d2983b38ff5001bee54350b5770b1e56e1d87dd20dcb7c3002563b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:21.820119Z digest=sha256:61adc29d9d16cdfab998c8479f8b1c2efc0789aa573acb3d846804d3512d4d0b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.450395Z digest=sha256:f9cb5883b8d7b2a81014b4a8b0309709818de28126ac20e42b444dbf0d63bcd1

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.507432Z digest=sha256:0cafee863b96f6b7731439b58f26181548d0238597bf20f0c2bd1c8e02f9696a

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:f540a582ad98f7cf57a711bd2c7bf4c10f9e8fe3149d1a8aec604c11ad3fbbb4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.714387Z digest=sha256:e16cf5aaadf223fe5f6492c8a8bc7d6fbd4b4d3804077e765b87d9f91541ec45

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.783773Z digest=sha256:62d0f60f83423fb8057727fa34291e22f09b464eaa3ed9859e972429028d56d7

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=sha256:8641ea8862f364dc5fd217f610bafd060a3ddf7f98d4cabf4c685c29e7490e0d

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:b4124cbdd77f3c0d0021291ed912fc5f00555b96674e308c55d9ba0c116aa0e7

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:24.975698Z digest=sha256:19ef063845ae726b6acc8b12e9eda4d44adcd23bc6720c7aed82684bbdd18aab

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=sha256:4992f4e319517e628ee0c916d123d57f17230584d95d016ab04caf74712f8de6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:25.131040Z digest=sha256:036d24d4029b09d9ae0b00b0de8143cbeada06987ddfa46720d8fd087fd8b14f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:25.194944Z digest=sha256:628c93fb1cac47b5f65d8762c99e86485907255657acd47dae7e035951e52ba5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:25.305255Z digest=sha256:5f41838c2ed08651c2016517be7f5fa6107dd7c23de74a60d0c30ab2f0cce682

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:25.450465Z digest=sha256:521a069d7220fcaa11b6fac045edab6d7e90a4f9d8ad5bc48cfa35b148a5991d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:25.614155Z digest=sha256:34e90f8564da741cb118ca724e7ac487a21a3462d8583df91157281227e98a36

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:25.740024Z digest=sha256:028cb792bc740f6d15b7cac4dcd177b642c691c094e42448e4107df01b7f0a1d

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=sha256:4b165db896f3a1f576c4980624f28c282a24929e1db389153f76e04900856ee9

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:25.950322Z digest=sha256:b1db53aef2ecb9ede39d03e0173b0dc961b22096dc88c250d09cf33b8ddc1ef3

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:bcd65a5922002091ae65d1afb4d27046060a03b3ab73eb06cc193942a70114a0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:26.077357Z digest=sha256:6f64b9ccd3fbdb4df5301b0ce04e43bc8f298b7042742d0514f7c5579a399e09

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T05:45:26.142353Z digest=sha256:e4000437a121b478eac90a311d97200d4c6b1d7fda3e1ca946ac7ff39e550275

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=sha256:71c4790acb20eaf9300c52d60decfb2c12a90729a4519a9e7d2dd67674ae4903

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-16T21:43:58.488173Z digest=sha256:98361b8c7d020fd05e2da9a6d355092e7d285f01aea0cf60d797260fb863ca04