Paper Citation Record · LEDGER

KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2502.15602.

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

pith.paper-citation-record.v1
2502.15602 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:57:47.329053Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-08T19:05:30.471792Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a78cb8af-1d39-436a-8cd2-25fcb146a866 · inbound

From Aesthetics to Human Preferences: Comparative Perspectives of Evaluating Text-to-Music Systems cites this paper.

From Aesthetics to Human Preferences: Comparative Perspectives of Evaluating Text-to-Music Systems KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T04:57:47.329053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9ed7085-1cf9-4edd-a6da-f3c1ac4bbaa6 · inbound

Can Large Language Models Predict Audio Effects Parameters from Natural Language? cites this paper.

Can Large Language Models Predict Audio Effects Parameters from Natural Language? KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T13:52:45.481038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92eb78a9-b5ea-4297-b443-83b7927adf64 · inbound

Diff-TONE: Timestep Optimization for iNstrument Editing in Text-to-Music Diffusion Models cites this paper.

Diff-TONE: Timestep Optimization for iNstrument Editing in Text-to-Music Diffusion Models KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T23:58:32.003843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee7e4e53-dfcc-4737-bf2f-a63d292b925e · inbound

Optimal Transport Audio Distance with Learned Riemannian Ground Metrics cites this paper.

Optimal Transport Audio Distance with Learned Riemannian Ground Metrics KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:51:30.067066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0e762316-2029-418f-82e5-134655744897 · inbound

Polyphonia: Zero-Shot Timbre Transfer in Polyphonic Music with Acoustic-Informed Attention Calibration cites this paper.

Polyphonia: Zero-Shot Timbre Transfer in Polyphonic Music with Acoustic-Informed Attention Calibration KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:16:24.126199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2178ee0f-b93d-41cf-bfbd-3fd00cbea523 · inbound

Sensitivity Analysis of Generative Spatial Audio Metrics: A Study on Responsiveness, Smoothness, and Symmetry cites this paper.

Sensitivity Analysis of Generative Spatial Audio Metrics: A Study on Responsiveness, Smoothness, and Symmetry KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T12:48:11.260578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fbc672c6-cf05-4488-b052-b098004568a2 · inbound

PianoKontext: Expressive Performance Rendering from Deadpan Context cites this paper.

PianoKontext: Expressive Performance Rendering from Deadpan Context KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T13:28:18.505323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cabce636-5a00-43b1-a548-44675accaa1f · inbound

Fr\'echet Distance Loss on Speech Representations for Text-to-Speech Synthesis cites this paper.

Fr\'echet Distance Loss on Speech Representations for Text-to-Speech Synthesis KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 14

Resolution: metadata mismatch; local_arxiv, observed 2026-07-08T19:05:30.474432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 98f5d26c-99a6-4101-9f43-93e97139a268 · inbound

Fr\'echet Distance Loss on Speech Representations for Text-to-Speech Synthesis cites this paper.

Fr\'echet Distance Loss on Speech Representations for Text-to-Speech Synthesis KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-14T16:08:35.288946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63572a9b-440b-4ef3-bf81-3da5c9d4d153 · inbound

Fr\'echet Distance Loss on Speech Representations for Text-to-Speech Synthesis cites this paper.

Fr\'echet Distance Loss on Speech Representations for Text-to-Speech Synthesis KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T08:24:15.177552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fefb9b2d-b9f5-4563-98ad-3ba12d1b8812 · inbound

HARP: Harmonic-Aware Residual Partitioning for Neural Audio Codecs cites this paper.

HARP: Harmonic-Aware Residual Partitioning for Neural Audio Codecs KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-01T20:22:49.994800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a6802a8-a65a-4d86-9fc0-37444c38e3ff · inbound

RIME: Enabling Large-Scale Agentic Music Post-Production cites this paper.

RIME: Enabling Large-Scale Agentic Music Post-Production KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T12:18:20.394370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0ce0071-0f23-4d0c-ae49-e89fdb169773 · inbound

Integrating Contextual Embeddings into Evaluation of Expressive MIDI Piano Performances cites this paper.

Integrating Contextual Embeddings into Evaluation of Expressive MIDI Piano Performances KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T23:16:01.617906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e51b4b9-77e8-4184-b66b-ade221f10d6a · inbound

InvFlowFD: Reference-Free and Background-Set-Free Perceptual Music Quality Metric with Flow Matching Inversion cites this paper.

InvFlowFD: Reference-Free and Background-Set-Free Perceptual Music Quality Metric with Flow Matching Inversion KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T14:46:11.731849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.