Pith. sign in

Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:22.237070Z digest=sha256:7e32c83a4922d3b55a4381ccb8720a408313a2b477e632d7f9d4e4ddbf7d05ca

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:21.630609Z digest=sha256:cc77a81d65f5695ee6ef44d874288dce4b78d36a3f1cd34bf4111fbf206e9dc0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:21.746932Z digest=sha256:147abb806a917c2bc66f0c82cf2fde15347633495f2521d927c8302e2a380d74

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:21.904383Z digest=sha256:493003f703149a7fe4599b0b4c0062587f5358524732656e0f7c6d2613441f85

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:21.985952Z digest=sha256:6221601f4d1d3cca0596f36bc7c4ee0f647800be25b90de67166d3be330e7dbb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:22.073123Z digest=sha256:c7c2def3a26b435fae8461b32f4374d4807bf29f8d94f88ba40a71f0ae08a37e

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

Resolution
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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:22.765103Z digest=sha256:9e42f24022d55c6024aab65e678d59c3f37b7a2219228c5927dafb1236a1127e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:22.322131Z digest=sha256:9673b937e8e23ed8072ab80b7dc6e2f2bb9ee4709d4afdfd0c4ff7a38114cc06

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:22.410180Z digest=sha256:1d0e58cf68e02280e200a00d5e2f6ac98f16bb03df6e050b693c188570725043

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:45:27.484856Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-07T05:45:22.468506Z digest=sha256:c147fd0b9e0ad49475b60eff2526fab0e2cfe70fe98663c06f2cea54a677ac2c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:22.538578Z digest=sha256:dec586ea43c63ba576654890fb3103e18c0c08cdb837d10117387ed330aaaa0c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:22.619717Z digest=sha256:1cbea96baf29613efbe1fff2f1b0f0e10fd79ccea11c02b4ca264507475f2a5d

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

Resolution
malformed identifier
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.238577Z digest=sha256:f014605794ec57c4f0df7dd72ca86b59405331e162d008e5e3a567043108e848

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:22.847562Z digest=sha256:ae193ef8e4afc141780befd0bad775f71b3930b86d66c1040a6ace5e23c05005

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:22.921922Z digest=sha256:c24524b167c8ca626d3002bff96f6bb889fc649295b76213e6fdaff955466310

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.106661Z digest=sha256:053a31c7860bc4fd953f32eef2602795e9f6aa2cd2c52df5ab7fb99e38c0753b

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
malformed identifier
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.169325Z digest=sha256:70b448ca0265b5f7ff100b2ba13c69f84193f2f3231892e88bec64427fbb844a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.704025Z digest=sha256:0fdb7fa3128b202f04898f02f2bf9132c70547cccf4281da17483d69d18b6f8f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.304754Z digest=sha256:ed5ef292116eb3d0c7a60816b50eabc4cc1a9f7c52bc085e2ff10a10f337ef07

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.370092Z digest=sha256:d1257a158e0a705ec0047b3b037f0f4e811789c610adb43aafc4d88fa25367f1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.507264Z digest=sha256:b65f4cb9368dd463273f598d20f017058d5b98e4ec77e46a457d053357b1f08c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.643840Z digest=sha256:6a2f5ef48428082ecf29568f58fe65460cf9f91f8a10f48e5cf833787852669d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.183483Z digest=sha256:b48604e230e90bc230ddaa4841c860efee4ca774cd63531c97cd5379ec2a1f54

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.772949Z digest=sha256:a9c50ed09867fdab0f42b01a37ac81370a7946a6863a3fa29412d6175679e399

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.842254Z digest=sha256:9a3715be9d509f65994511ca61f73fcd1eb034fad6cedffc6f003fd4074a8004

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=sha256:715f4ed53eed744dec36bd3959817799a1a2c43643aae391ab72ae3d1c99b406

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:23.977963Z digest=sha256:42afe03b3c96220ea19c9aa1c7e75fb386026aea6baf555b4d15bdf6f1bcf0d2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.051042Z digest=sha256:81e38648aec5f0ac4ba5786f36a2172e2857ad92627650aaf9e8a8e5e8625305

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.645021Z digest=sha256:9258c92339e2bf1dbaabdfbcfcbde4cb552a2875853dccafb4f859a50d743cc2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.251999Z digest=sha256:efcafc67e93517f605bc7122eb8753a17d6f109a08cda4f6175571e04510572a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.322355Z digest=sha256:979cacae43357e179c1c5fe997fd48134f0af21026ba4658917395efe571cb2e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.394676Z digest=sha256:45ecda8886848158443003eec3f214f24f08602b9a0b911224c1327c39125de1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:21.820119Z digest=sha256:434cb838f9faf1327e26e10f5cc1156042ee1ba896c6a9d4c6f73c8a1439f375

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.450395Z digest=sha256:0e1a0135e3dc1d11b389cb083aa1ba0062cd89c40733d0eaa26d9e4fd199043d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.507432Z digest=sha256:07d29a9b00ad0998bcd629639943e0c0c7f7acfa55336479e5e24797bd945ecb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.714387Z digest=sha256:4d1dbca8201af8ff2736b39a01b86d31d54bd584ae242a9be748e826ce0c2d2e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.783773Z digest=sha256:8d7f29c3465eb0771cdb23d1692120eb389bcb2fb8e83b0c043a8ec3098a4ec7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:24.975698Z digest=sha256:d739d184f76cf60d9b6575f5d06058ebfb224c5462032663ed4d8330ab3b5dd0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:25.131040Z digest=sha256:c08be0bcc3029f49d80330bf9dd9e01f6ed6bc730ad001fc678d366f5a6c0161

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:25.194944Z digest=sha256:3a583d2b1f25123bf18db45d35ca87465e04753e9ba4551d40450ec12dfc5b82

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:25.305255Z digest=sha256:445e8c6b4c1d6bf27cd66af043fa6062d3f3e61c907bfe769695ee9656831fab

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:25.450465Z digest=sha256:a9fd90f71ce1eedf0bb81eee73d321503a3f50a773cd5dc7ea723faa37ce741f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:25.614155Z digest=sha256:fcc5dee670592dfc2afefdd50fe9a8aaf6243a6190b44207f9c662fc2561724d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:25.740024Z digest=sha256:6e75d5610580cb1271716327c6158374c4dadba37668d5e7eae3bb3c65512ba4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:25.950322Z digest=sha256:0311a5a8124a5ccf8f436b4e514d1c16a00502c115fb70819b175c0d12615f7c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:26.077357Z digest=sha256:7760a63fac974e33f5ac6456d32869c621b8e896662d5ef98f2229c872286632

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:45:26.142353Z digest=sha256:73c3fe4736c2bcfd2f32292c2bbb2cf5b8d772abcffcef763678e33e2c67a796

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-16T21:43:58.488173Z digest=sha256:9391a611b7a72e15f5281c1ef097561a373482a430e0573bcbfafc978308d0e1