Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:08:30.781405Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:08:30.781405Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
26 of 26 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 04402ecc-e305-4482-9b18-32e1f6897198 · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Deep learning for audio signal processing,
Reference 1
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.
Observation 0df4139c-4e38-491e-8711-2120d20a0f4b · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Unresolved cited work
Reference 2
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.
Observation 2be6900d-f100-4525-8681-143cfc08ba9c · outbound
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
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.
Observation f0a0f734-640b-4404-afd9-3065582515da · outbound
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
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.
Observation 7d03a2c7-8829-47e2-bc24-a435d794974d · outbound
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
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.
Observation 8da4c3ec-dc53-479c-b68e-b8d621b0497c · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Toward universal speech enhancement for diverse input conditions,
Reference 6
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.
Observation 49bcd974-5ad2-4544-9843-9ef0cbbec759 · outbound
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
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.
Observation 2b6bbd06-6736-449f-ab1a-8b5ec91af379 · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Performance measurement in blind audio source separation,
Reference 8
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.
Observation 5d26265e-18cc-42bd-8229-1f061da11b4d · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network SDR – half- baked or well done?
Reference 9
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.
Observation 596e6b20-6226-43b1-9ebc-b3a23b996665 · outbound
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
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.
Observation 72b5585e-f2b4-4735-9eb2-cd9430a7a4f4 · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Sampling frequency independent dialogue separation,
Reference 11
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.
Observation 706587c1-acb5-44bb-b224-300c819da544 · outbound
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
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.
Observation 24660fa4-75ec-46b5-a8ef-0478c2efd05d · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network The Lie derivative for measuring learned equivariance,
Reference 13
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.
Observation 9beec34f-3431-47a1-a025-eae4482ec172 · outbound
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
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.
Observation daa5570c-8f4e-422b-ade9-583c25f2175c · outbound
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
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.
Observation 02e12844-a566-477c-a31a-7b1723aa4aff · outbound
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
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.
Observation c459d664-2cfd-45ac-b223-8740abc95125 · outbound
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
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.
Observation 82d37ff0-d6d1-43e9-9ca8-9ec8f0b42ee1 · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Music source separation with band-split RNN,
Reference 18
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.
Observation 8c20a259-128f-4fbc-82a3-f2eee7088581 · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Music source separation with band-split RoPE transformer,
Reference 19
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.
Observation 6dc54dfd-99f4-4a93-a190-6f356f4d69df · outbound
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
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.
Observation 1de28bb3-20f4-4492-922d-eb1e6bcdbd22 · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network MUSDB18-HQ - an uncompressed version of MUSDB18,
Reference 21
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.
Observation 649976a8-d701-417d-ba5c-0013b8ab6afc · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Meta-learning extractors for music source separation,
Reference 22
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.
Observation 3292c030-62e7-4168-98c0-0749042e1459 · outbound
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
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.
Observation 2d8e5ce7-fde9-44d1-80ff-0a9871a439b2 · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Lookahead optimizer: ksteps forward, 1 step back,
Reference 24
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.
Observation a70550fa-db8b-40c1-95a4-c43abab6ac73 · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network Single- channel multi-speaker separation using deep clustering,
Reference 25
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.
Observation 2f8f794c-8828-49b8-a2d6-0b431244f045 · outbound
Local Equivariance Error-Based Metrics for Evaluating Sampling-Frequency-Independent Property of Neural Network The 2018 signal separation evaluation campaign,
Reference 26
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.
No inbound Pith citation observations are available.