Pith. sign in

Paper Citation Record · LEDGER

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network

As of 8 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2506.03550.

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

pith.paper-citation-record.v1
2506.03550 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:08:30.781405Z

measured 26 of 26 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

  • verified exact0
  • verified fuzzy25
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 04402ecc-e305-4482-9b18-32e1f6897198 · outbound

This paper cites Deep learning for audio signal processing,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Deep learning for audio signal processing,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:37.452408Z

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=2026-08-07T11:08:27.909764Z digest=sha256:80896cb6d94bea0db465c019dbe8c40083cbb1747d3c9fa87555adc6fd13285a

Observation 0df4139c-4e38-491e-8711-2120d20a0f4b · outbound

This paper cites an unresolved cited work.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:08:37.204752Z

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=2026-08-07T11:08:28.035745Z digest=sha256:2b97b448509f8676b9cfa8f06c864811f70c47f4ecf72ba1f13c0bd0eae44077

Observation 2be6900d-f100-4525-8681-143cfc08ba9c · outbound

This paper cites Sampling- frequency-independent convolutional layer and its application to audio source separation,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Sampling- frequency-independent convolutional layer and its application to audio source separation,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:36.895831Z

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=2026-08-07T11:08:28.147217Z digest=sha256:f65480ae46cd5d35c0a21f1ac96926cc905cfd87120ff22b7cb351894cb46902

Observation f0a0f734-640b-4404-afd9-3065582515da · outbound

This paper cites Algorithms of sampling-frequency-independent layers for non-integer strides,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Algorithms of sampling-frequency-independent layers for non-integer strides,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:36.582751Z

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=2026-08-07T11:08:28.305401Z digest=sha256:4d593a5063f181b190e15780ed5713562e909bd25dac9bea4096933db4dcb836

Observation 7d03a2c7-8829-47e2-bc24-a435d794974d · outbound

This paper cites Efficient monaural speech enhancement with uni- versal sample rate band-split RNN,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Efficient monaural speech enhancement with uni- versal sample rate band-split RNN,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:36.230090Z

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=2026-08-07T11:08:28.429146Z digest=sha256:7470bce2940f8166085c57ac642c5349731e4d8865f5a13c10380ff75f5975e6

Observation 8da4c3ec-dc53-479c-b68e-b8d621b0497c · outbound

This paper cites Toward universal speech enhancement for diverse input conditions,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Toward universal speech enhancement for diverse input conditions,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:36.022505Z

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=2026-08-07T11:08:28.529402Z digest=sha256:617bb8b1a0795a71bdd69239e2b5ff44d84cf4dae10ab2f33465e2bd68c3fd10

Observation 49bcd974-5ad2-4544-9843-9ef0cbbec759 · outbound

This paper cites URGENT challenge: Universality, robustness, and generalizability for speech enhancement,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network URGENT challenge: Universality, robustness, and generalizability for speech enhancement,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:35.772555Z

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=2026-08-07T11:08:28.687578Z digest=sha256:52ee60d9cf7ea99b32dabbaa8d154e9f972b41e734b3bbde925398d36bd3ce32

Observation 2b6bbd06-6736-449f-ab1a-8b5ec91af379 · outbound

This paper cites Performance measurement in blind audio source separation,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Performance measurement in blind audio source separation,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:35.521718Z

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=2026-08-07T11:08:28.794809Z digest=sha256:307b2899d520d10e1c4fa5f720808c0db5ddd6910c437f2c9d77ebc9df10f563

Observation 5d26265e-18cc-42bd-8229-1f061da11b4d · outbound

This paper cites SDR – half- baked or well done?.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network SDR – half- baked or well done?

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:35.303123Z

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=2026-08-07T11:08:28.899869Z digest=sha256:b5e564915623600129a834a91563fa34a7faffd3e7d992e543155e2790f3a8c6

Observation 596e6b20-6226-43b1-9ebc-b3a23b996665 · outbound

This paper cites 30+ years of source separation research: Achievements and future challenges,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network 30+ years of source separation research: Achievements and future challenges,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:35.004752Z

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=2026-08-07T11:08:29.017689Z digest=sha256:5b1f2aa12dd1959d4d514ec2d80da1156fd72af63e80203ac15f301caaebe32b

Observation 72b5585e-f2b4-4735-9eb2-cd9430a7a4f4 · outbound

This paper cites Sampling frequency independent dialogue separation,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Sampling frequency independent dialogue separation,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:34.717339Z

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=2026-08-07T11:08:29.173917Z digest=sha256:0953dd9ee7bca77be4bcdd9ae98cfdb95e8a62f401d64fc704eb0f6b4d9601ad

Observation 706587c1-acb5-44bb-b224-300c819da544 · outbound

This paper cites Neural analog filter for sampling-frequency-independent convolutional layer,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Neural analog filter for sampling-frequency-independent convolutional layer,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:34.455948Z

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=2026-08-07T11:08:29.258902Z digest=sha256:f8e41cf2389f81105fd03319135df0f20f363c2e5da90749d8c011af54bd350c

Observation 24660fa4-75ec-46b5-a8ef-0478c2efd05d · outbound

This paper cites The Lie derivative for measuring learned equivariance,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network The Lie derivative for measuring learned equivariance,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:34.174499Z

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=2026-08-07T11:08:29.347762Z digest=sha256:982fe9961cc37dfabfa44d2a4b759824fe7b42be694d37554ec9142bdbe0b53e

Observation 9beec34f-3431-47a1-a025-eae4482ec172 · outbound

This paper cites Imaging with equivariant deep learning: From unrolled network design to fully unsupervised learning,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Imaging with equivariant deep learning: From unrolled network design to fully unsupervised learning,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:33.915791Z

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=2026-08-07T11:08:29.441419Z digest=sha256:c8dc5f96cf941419cca849feb953856deba2e14c12e3457517a68ce59dc04855

Observation daa5570c-8f4e-422b-ade9-583c25f2175c · outbound

This paper cites TasNet: Time-domain audio separation network for real-time, single-channel speech separation,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network TasNet: Time-domain audio separation network for real-time, single-channel speech separation,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:33.726539Z

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=2026-08-07T11:08:29.557461Z digest=sha256:32e5ccc2dc52de2e86e062b943a5b1160ad7c03b145843e067a1ef41c8aba921

Observation 02e12844-a566-477c-a31a-7b1723aa4aff · outbound

This paper cites Conv-TasNet: Surpassing ideal time-frequency magnitude mask- ing for speech separation,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Conv-TasNet: Surpassing ideal time-frequency magnitude mask- ing for speech separation,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:33.471930Z

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=2026-08-07T11:08:29.644493Z digest=sha256:004286f226cb82556f586b162d8d38a75af78ec944cf76fcc0b768457834da5c

Observation c459d664-2cfd-45ac-b223-8740abc95125 · outbound

This paper cites Dual-path RNN: Efficient long sequence modeling for time-domain single-channel speech separation,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Dual-path RNN: Efficient long sequence modeling for time-domain single-channel speech separation,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:33.218616Z

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=2026-08-07T11:08:29.766398Z digest=sha256:7e1514b3244886fa40fec70de07d455c3b9ad64cd99cd46eda5af08596d213b1

Observation 82d37ff0-d6d1-43e9-9ca8-9ec8f0b42ee1 · outbound

This paper cites Music source separation with band-split RNN,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Music source separation with band-split RNN,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:32.941290Z

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=2026-08-07T11:08:29.868185Z digest=sha256:605c39b35e3dfb844daf02b318190bdb0ea493b5921d3b2fddcb989860c16191

Observation 8c20a259-128f-4fbc-82a3-f2eee7088581 · outbound

This paper cites Music source separation with band-split RoPE transformer,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Music source separation with band-split RoPE transformer,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:32.674493Z

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=2026-08-07T11:08:29.990467Z digest=sha256:f3c109e2abedd5bd41437c8e0e046abea3526fb71e9b1f14a6d48c68ea8e75b4

Observation 6dc54dfd-99f4-4a93-a190-6f356f4d69df · outbound

This paper cites TF-GridNet: Integrating full-and sub-band modeling for speech sep- aration,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network TF-GridNet: Integrating full-and sub-band modeling for speech sep- aration,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:32.472107Z

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=2026-08-07T11:08:30.115670Z digest=sha256:bb7062290db385e6db2653649268c5ad963c579b6a7b1a0670648707aa68d5b0

Observation 1de28bb3-20f4-4492-922d-eb1e6bcdbd22 · outbound

This paper cites MUSDB18-HQ - an uncompressed version of MUSDB18,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network MUSDB18-HQ - an uncompressed version of MUSDB18,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:32.233306Z

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=2026-08-07T11:08:30.186469Z digest=sha256:2c48d7ad0cfea11551b4b932a7b5358427ab4f7d796e797c7d778e1f66621390

Observation 649976a8-d701-417d-ba5c-0013b8ab6afc · outbound

This paper cites Meta-learning extractors for music source separation,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Meta-learning extractors for music source separation,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:31.879397Z

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=2026-08-07T11:08:30.298768Z digest=sha256:88fe3ddbf3e50c0c08d33202a199ab39d6f687703e7f0515112a36f1b758f3b4

Observation 3292c030-62e7-4168-98c0-0749042e1459 · outbound

This paper cites On the variance of the adaptive learning rate and beyond,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network On the variance of the adaptive learning rate and beyond,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:31.640313Z

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=2026-08-07T11:08:30.428302Z digest=sha256:5c3d52c038754750e451223330f326e37ff346e1ef52b2aa8fb4ff31ed771270

Observation 2d8e5ce7-fde9-44d1-80ff-0a9871a439b2 · outbound

This paper cites Lookahead optimizer: ksteps forward, 1 step back,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Lookahead optimizer: ksteps forward, 1 step back,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:31.338129Z

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=2026-08-07T11:08:30.520612Z digest=sha256:e30b6ff686d57c19eecf6bde2876a81d20286e6045b2420d20db9589df246aaa

Observation a70550fa-db8b-40c1-95a4-c43abab6ac73 · outbound

This paper cites Single- channel multi-speaker separation using deep clustering,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Single- channel multi-speaker separation using deep clustering,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:31.191664Z

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=2026-08-07T11:08:30.640270Z digest=sha256:2c60d56f618f234a42cbdeb7cf9c73602dea0a808dd013770727a552cf5c2454

Observation 2f8f794c-8828-49b8-a2d6-0b431244f045 · outbound

This paper cites The 2018 signal separation evaluation campaign,.

Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network The 2018 signal separation evaluation campaign,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:08:30.998242Z

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=2026-08-07T11:08:30.781405Z digest=sha256:1cc9a6c1caede2408e94d3220866649d8bbcbe8aae6aca03a90dd5c80b54d254

Pith citing papers

No inbound Pith citation observations are available.