Paper Citation Record · LEDGER

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology

As of 13 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 6 inbound Pith citation observations for arXiv:2412.17778.

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

pith.paper-citation-record.v1
2412.17778 v2

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:11:33.794756Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:11:33.504858Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T06:39:37.338388Z

Reference resolution

44 of 44 outbound references displayed

verified exact2
verified fuzzy15
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c9c6cb96-b453-4698-8b77-7bc7c129eefb · outbound

This paper cites From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.504858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2db6cea1-51f6-43e7-8bf7-538a6a56b38b · outbound

This paper cites an unresolved cited work.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:34.917917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 182cf79c-b83d-465a-889e-37ebb07f7973 · outbound

This paper cites an unresolved cited work.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:34.897075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d33ff512-3de8-4354-8d5f-11d27d1d0aaf · outbound

This paper cites Experimental Setup The V oiceBank-DEMAND [33], a widely recognized SE benchmark, is used to assess our KAN-based models.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Experimental Setup The V oiceBank-DEMAND [33], a widely recognized SE benchmark, is used to assess our KAN-based models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.866304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3e1b02b3-8f39-43b0-b156-24bfb77a2855 · outbound

This paper cites an unresolved cited work.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:11:34.838112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1fee7c46-ccdd-4a0b-8c9a-f09050f5024c · outbound

This paper cites All-pole modeling of degraded speech,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology All-pole modeling of degraded speech,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.541078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb327b6c-a21e-469e-93c4-178ead58a3fb · outbound

This paper cites Suppression of acoustic noise in speech using spectral subtraction,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Suppression of acoustic noise in speech using spectral subtraction,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.547886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8550617-7d5b-4a57-8d64-427f43724ad6 · outbound

This paper cites Speech enhancement using a minimum-mean square error short-time spectral amplitude esti- mator,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Speech enhancement using a minimum-mean square error short-time spectral amplitude esti- mator,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.784145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d4df135b-0303-4fa7-8003-0fc353046374 · outbound

This paper cites A regression approach to speech enhancement based on deep neural networks,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology A regression approach to speech enhancement based on deep neural networks,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.758852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c224acd5-1cf1-402a-90bb-f8ba3d3052ff · outbound

This paper cites Speech enhancement based on deep denoising autoencoder,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Speech enhancement based on deep denoising autoencoder,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.736748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 98c87aa1-2c58-4a4e-97c5-ebbedf126c43 · outbound

This paper cites Sav-se: Scene-aware audio-visual speech enhancement with selective state space model,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Sav-se: Scene-aware audio-visual speech enhancement with selective state space model,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.712411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation df4e9484-03b7-47e9-ae48-ca1f49ed34c5 · outbound

This paper cites Mamba in speech: Towards an al- ternative to self-attention,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Mamba in speech: Towards an al- ternative to self-attention,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.684321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a9f67b42-8d13-40ed-bf03-9eab068dffa4 · outbound

This paper cites SEGAN: Speech Enhancement Generative Adversarial Network.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology SEGAN: Speech Enhancement Generative Adversarial Network

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.587357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8763b009-7436-437a-857f-fe4fa6a0b4c8 · outbound

This paper cites Real Time Speech Enhancement in the Waveform Domain.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Real Time Speech Enhancement in the Waveform Domain

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.593434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0149fd3e-974c-4c3b-ba74-c0541a406c36 · outbound

This paper cites Se-conformer: Time-domain speech en- hancement using conformer.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Se-conformer: Time-domain speech en- hancement using conformer

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.659712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2dab76a8-c773-4acb-9196-b336aa82e2f2 · outbound

This paper cites Time domain speech enhancement with attentive multi-scale approach,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Time domain speech enhancement with attentive multi-scale approach,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.630765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2332ae3d-deaf-4928-88a7-d8ba6dd600a5 · outbound

This paper cites Selm: Speech enhancement using discrete tokens and language models,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Selm: Speech enhancement using discrete tokens and language models,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.605730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c93a1d42-1a42-4839-a2cb-588f0d305ef6 · outbound

This paper cites Speech enhancement using continuous embeddings of neural audio codec,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Speech enhancement using continuous embeddings of neural audio codec,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.582366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2428d741-7942-4379-a21d-a0dbd14f93e7 · outbound

This paper cites Metricgan: Gen- erative adversarial networks based black-box metric scores opti- mization for speech enhancement,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Metricgan: Gen- erative adversarial networks based black-box metric scores opti- mization for speech enhancement,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.628235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61ae5e27-b5fd-48b7-9a67-7eec3b9deb4a · outbound

This paper cites CMGAN: Conformer-based Metric GAN for Speech Enhancement.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology CMGAN: Conformer-based Metric GAN for Speech Enhancement

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.634348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e363511a-a06c-4bf4-8c10-fe75b6c958b2 · outbound

This paper cites SCP-GAN: Self-Correcting Discriminator Optimization for Training Consistency Preserving Metric GAN on Speech Enhancement Tasks.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology SCP-GAN: Self-Correcting Discriminator Optimization for Training Consistency Preserving Metric GAN on Speech Enhancement Tasks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.640114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5989dcb6-5254-4443-a6b4-f810d29080d6 · outbound

This paper cites Dpt-fsnet: Dual-path trans- former based full-band and sub-band fusion network for speech enhancement,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Dpt-fsnet: Dual-path trans- former based full-band and sub-band fusion network for speech enhancement,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.646276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd63a121-41e8-440e-8c61-b53860ff2257 · outbound

This paper cites TridentSE: Guiding Speech Enhancement with 32 Global Tokens.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology TridentSE: Guiding Speech Enhancement with 32 Global Tokens

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-11T05:11:34.120395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ef3a3676-f761-47dc-83b9-c3146c849634 · outbound

This paper cites Selective state space model for monaural speech enhancement,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Selective state space model for monaural speech enhancement,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.510833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ff2afc3b-28c0-46ef-9136-7327bd87c26f · outbound

This paper cites Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-11T05:11:34.087723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 389c83c2-718c-4f55-ab2c-6cb300fc1b4c · outbound

This paper cites Densely connected neural network with dilated convolutions for real-time speech enhancement in the time domain,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Densely connected neural network with dilated convolutions for real-time speech enhancement in the time domain,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.481963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ebdf5903-02df-4943-bdd1-aee8d8b5657c · outbound

This paper cites Attention is all you need,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Attention is all you need,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.676482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34119041-5c8a-4323-9a31-165e5304ec74 · outbound

This paper cites Gaussian Error Linear Units (GELUs).

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Gaussian Error Linear Units (GELUs)

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.681377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 390705f2-7fd1-4f91-9414-acb1dd999d6b · outbound

This paper cites Searching for Activation Functions.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Searching for Activation Functions

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.695238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 115454af-b6d0-408f-997c-c62c2ec16116 · outbound

This paper cites Delving deep into rectifiers: Surpassing human-level performance on imagenet classification,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Delving deep into rectifiers: Surpassing human-level performance on imagenet classification,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.701352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ed4f982-8b79-4485-aa12-cdbc7dedd432 · outbound

This paper cites Review and comparison of commonly used activa- tion functions for deep neural networks,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Review and comparison of commonly used activa- tion functions for deep neural networks,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.433554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b0b0a22d-52f7-454a-9ac1-0fd62ab7914b · outbound

This paper cites KAN: Kolmogorov-Arnold Networks.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology KAN: Kolmogorov-Arnold Networks

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.716179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc1efacd-06e4-47f6-ae8c-84f88676bf36 · outbound

This paper cites Kolmogorov-Arnold Transformer.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Kolmogorov-Arnold Transformer

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.722672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e16f6c0a-1442-4c58-9aa2-661dc48c61a8 · outbound

This paper cites KAN or MLP: A Fairer Comparison.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology KAN or MLP: A Fairer Comparison

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.728974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74c12092-f7d3-4df5-adf2-0047b500d8dc · outbound

This paper cites Metricgan+ kan: Kolmogorov-arnold net- works in metric-driven speech enhancement systems,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Metricgan+ kan: Kolmogorov-arnold net- works in metric-driven speech enhancement systems,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.404557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 548f60a9-edca-4231-9e71-a339c600acf7 · outbound

This paper cites MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.740243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fd0f240-c2dd-4669-b8e4-9ffb6bb53c91 · outbound

This paper cites On the representation of continuous func- tions of many variables by superposition of continuous functions of one variable and addition,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology On the representation of continuous func- tions of many variables by superposition of continuous functions of one variable and addition,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:11:34.367951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5eaaf061-5f6c-44af-ac03-bd5878e6bdeb · outbound

This paper cites Investigating rnn-based speech enhancement methods for noise- robust text-to-speech.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Investigating rnn-based speech enhancement methods for noise- robust text-to-speech

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.753681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b3e2753-8491-44a0-9cf8-d12ade2fde6f · outbound

This paper cites Pad\'e Activation Units: End-to-end Learning of Flexible Activation Functions in Deep Networks.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Pad\'e Activation Units: End-to-end Learning of Flexible Activation Functions in Deep Networks

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.759469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4108d3a9-c257-4ea0-8d83-1da43a6a6a50 · outbound

This paper cites Learning Activation Functions to Improve Deep Neural Networks.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Learning Activation Functions to Improve Deep Neural Networks

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.768564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4597cd92-f161-49c6-a662-86b039e9654e · outbound

This paper cites Decoupled Weight Decay Regularization.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Decoupled Weight Decay Regularization

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.775038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c84780e-ca3b-41f7-b75f-ef18acc83526 · outbound

This paper cites Perceptual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Perceptual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.781408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adbf50f8-9f4b-41ad-a604-5f80db6ed57f · outbound

This paper cites Evaluation of objective quality measures for speech enhancement,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology Evaluation of objective quality measures for speech enhancement,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.788353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51c3616e-d2e5-4af6-be88-a51e7129fe5a · outbound

This paper cites An al- gorithm for intelligibility prediction of time–frequency weighted noisy speech,.

From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology An al- gorithm for intelligibility prediction of time–frequency weighted noisy speech,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:33.794756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c9c6cb96-b453-4698-8b77-7bc7c129eefb · inbound