Paper Citation Record · LEDGER

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing

As of 14 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 1 inbound Pith citation observation for arXiv:2603.02794.

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

pith.paper-citation-record.v1
2603.02794 v3

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T19:17:57.336647Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T19:17:52.413908Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

verified exact0
verified fuzzy0
unresolved43
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f3162987-06d7-4299-97d5-1edd62f58f7b · outbound

This paper cites However, classic DSP struggles to handle dynamic, non-stationary noise without manual tuning.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing However, classic DSP struggles to handle dynamic, non-stationary noise without manual tuning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:52.335115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b8a07c8-59fc-46ed-88ae-690206cdde62 · outbound

This paper cites An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:52.413908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 877901b0-c1fb-4153-80b5-deb73731a265 · outbound

This paper cites The input audio is segmented into non-overlapping frames of 1024 sam- ples, corresponding to a window of approximately 21 ms at 48 kHz.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing The input audio is segmented into non-overlapping frames of 1024 sam- ples, corresponding to a window of approximately 21 ms at 48 kHz

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:52.494940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d875505-6d98-4c20-b901-38990d57f3af · outbound

This paper cites an unresolved cited work.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:52.555474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22ebf28f-6fcb-4788-ab50-60d188bd8b0f · outbound

This paper cites Table 1 presents the mean values and standard deviations obtained across the 824 files in the test set.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Table 1 presents the mean values and standard deviations obtained across the 824 files in the test set

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-02T19:17:52.609112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f289907-70d8-430d-925a-d791d81574ba · outbound

This paper cites DFNet operates as a deep STFT-domain masker, predicting complex Figure 2:Analysis of the filtering on a track with non-stationary background noise.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing DFNet operates as a deep STFT-domain masker, predicting complex Figure 2:Analysis of the filtering on a track with non-stationary background noise

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:52.663176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69ecbede-5d5a-4c40-ab7c-317cc4cc1abd · outbound

This paper cites an unresolved cited work.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:52.718323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ecebc8c-efd1-4764-9d72-8fd70af48e14 · outbound

This paper cites Ddsp: Differentiable digital signal processing,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Ddsp: Differentiable digital signal processing,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:52.772516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c449d6e4-ba89-48a3-b087-60dc4627a39c · outbound

This paper cites Style Transfer of Audio Effects with Differentiable Signal Processing,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Style Transfer of Audio Effects with Differentiable Signal Processing,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:52.826845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c9cd7e5-4bba-4cbb-a59b-6069fa773ede · outbound

This paper cites DeepFilterNet: Perceptually Motivated Real-Time Speech En- hancement,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing DeepFilterNet: Perceptually Motivated Real-Time Speech En- hancement,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:52.880039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38a3f645-cb76-4037-8120-c254814062a5 · outbound

This paper cites Ultra-Lightweight Neural Differential DSP V ocoder for High Quality Speech Synthesis,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Ultra-Lightweight Neural Differential DSP V ocoder for High Quality Speech Synthesis,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:52.949829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaa0177c-52f0-47d7-a818-5b21b10f2328 · outbound

This paper cites Improving Resource-Efficient Speech En- hancement via Neural Differentiable DSP V ocoder Refinement,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Improving Resource-Efficient Speech En- hancement via Neural Differentiable DSP V ocoder Refinement,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:53.098790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 167275ae-89ab-454e-9631-a6460baacb58 · outbound

This paper cites Speech Enhancement and Dereverberation With Diffusion- Based Generative Models,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Speech Enhancement and Dereverberation With Diffusion- Based Generative Models,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:54.283071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5107a2ab-34b6-47e1-aa6f-bd34a9db16b2 · outbound

This paper cites Direct Design of Biquad Filter Cascades with Deep Learning by Sampling Random Polynomials,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Direct Design of Biquad Filter Cascades with Deep Learning by Sampling Random Polynomials,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:53.360064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 645f2cdb-e4e5-4060-b602-38edbd82492b · outbound

This paper cites Differentiable IIR Filters for Machine Learning Applications,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Differentiable IIR Filters for Machine Learning Applications,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:53.499573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ae30959-a703-4914-9993-a6ea986c0429 · outbound

This paper cites Differentiable All-pole Filters for Time-varying Au- dio Systems,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Differentiable All-pole Filters for Time-varying Au- dio Systems,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:53.643380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7ef12ad-61bc-4b83-8caa-62e5f9c8e650 · outbound

This paper cites Accelerating Automatic Differentiation of Direct Form Digital Filters,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Accelerating Automatic Differentiation of Direct Form Digital Filters,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:53.774809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c771b9f5-38af-44a3-a484-a67b85fdd836 · outbound

This paper cites Meta-AF: Meta- Learning for Adaptive Filters,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Meta-AF: Meta- Learning for Adaptive Filters,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:53.940924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b930c86-f66e-438d-8153-b705154e9e1d · outbound

This paper cites DMF-Net: A decoupling-style multi-band fusion model for full-band speech enhancement,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing DMF-Net: A decoupling-style multi-band fusion model for full-band speech enhancement,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:55.155792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 961be50e-e980-4ef2-a192-2cc74d0696b5 · outbound

This paper cites Diff-DEQ: Differentiable Dynamic Equalization for Studio-Quality Speech Processing,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Diff-DEQ: Differentiable Dynamic Equalization for Studio-Quality Speech Processing,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:54.140074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89f158b6-89a8-41c0-b157-5074c9c5237a · outbound

This paper cites SAM Audio: Segment Anything in Audio,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing SAM Audio: Segment Anything in Audio,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:54.251298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fe9021e-ecdf-41fd-86c8-142eb3889a1d · outbound

This paper cites FullSubNet+: Channel Attention Fullsubnet with Complex Spectrograms for Speech Enhancement,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing FullSubNet+: Channel Attention Fullsubnet with Complex Spectrograms for Speech Enhancement,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:55.433387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f946bae2-7381-4f3d-82d3-dfb9f652128e · outbound

This paper cites Available: https://ieeexplore.ieee.org/document/ 10149431/.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Available: https://ieeexplore.ieee.org/document/ 10149431/

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:54.348170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b931674-48ab-4490-adf7-b56db141215c · outbound

This paper cites Deepfilternet: A Low Complexity Speech Enhancement Framework for Full-Band Audio Based On Deep Filtering,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Deepfilternet: A Low Complexity Speech Enhancement Framework for Full-Band Audio Based On Deep Filtering,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:54.489588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1488640d-9e9b-4468-b2df-71e8f0bbcded · outbound

This paper cites Deepfilternet2: Towards Real-Time Speech Enhancement on Embedded Devices for Full-Band Audio,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Deepfilternet2: Towards Real-Time Speech Enhancement on Embedded Devices for Full-Band Audio,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:54.622536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cc7600f-e743-4739-9cfd-184a11a85fda · outbound

This paper cites DCCRN: Deep Complex Convolution Recurrent Network for Phase-Aware Speech Enhancement,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing DCCRN: Deep Complex Convolution Recurrent Network for Phase-Aware Speech Enhancement,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:54.818666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8403ec9b-8cb4-4c98-9fc6-403441317ee4 · outbound

This paper cites S-DCCRN: Super Wide Band DCCRN with Learnable Complex Feature for Speech Enhancement,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing S-DCCRN: Super Wide Band DCCRN with Learnable Complex Feature for Speech Enhancement,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:54.940249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eaa21f4-b2c5-476f-87cc-0277a76e8e75 · outbound

This paper cites DCCRN+: Channel- Wise Subband DCCRN with SNR Estimation for Speech Enhancement,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing DCCRN+: Channel- Wise Subband DCCRN with SNR Estimation for Speech Enhancement,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:55.017018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17866348-f005-4259-bfbd-a48ab80a2c6e · outbound

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

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Perceptual evaluation of speech quality (PESQ)-a new method for speech quality assessment of telephone networks and codecs,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:56.647682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2882da5a-f351-47d1-b55c-65fe82854146 · outbound

This paper cites Towards Efficient Models for Real-Time Deep Noise Suppression,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Towards Efficient Models for Real-Time Deep Noise Suppression,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:55.269465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6fba186-0d06-4367-abb9-c737c502d1eb · outbound

This paper cites CLCNET: Deep Learning-Based Noise Reduction for Hearing aids using Complex Linear Coding,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing CLCNET: Deep Learning-Based Noise Reduction for Hearing aids using Complex Linear Coding,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:55.363722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 022675f2-0c29-4165-9d55-93aa7370de7f · outbound

This paper cites SDR – Half-baked or Well Done?.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing SDR – Half-baked or Well Done?

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:57.143127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46277890-af22-4fba-9b8c-e41a651352df · outbound

This paper cites A Hybrid DSP/Deep Learning Approach to Real-Time Full-Band Speech Enhancement,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing A Hybrid DSP/Deep Learning Approach to Real-Time Full-Band Speech Enhancement,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:55.599892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49f410f7-cdd5-4f15-b369-1667dc0afa9f · outbound

This paper cites an unresolved cited work.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:55.767910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90d1387f-6d2d-4b65-933a-34fd9408a1fb · outbound

This paper cites Why systolic architectures?.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Why systolic architectures?

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:55.934105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b306e935-beaf-4dea-bb71-e56bdc78ebc0 · outbound

This paper cites Noisy speech database for training speech enhancement algorithms and TTS models,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Noisy speech database for training speech enhancement algorithms and TTS models,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:56.092794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f5582a8-d7ed-4594-a406-d7a99ed775c6 · outbound

This paper cites Adam: A Method for Stochastic Op- timization,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Adam: A Method for Stochastic Op- timization,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:56.308039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54a95507-e7b5-4bcf-a5b9-8be1f687d0f3 · outbound

This paper cites PyTorch: An Imperative Style, High-Performance Deep Learning Library,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing PyTorch: An Imperative Style, High-Performance Deep Learning Library,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:56.476576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16562ac4-81ef-4629-ab3c-b4111e85b285 · outbound

This paper cites Recommendation P.863: Perceptual objective listening quality assessment,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Recommendation P.863: Perceptual objective listening quality assessment,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:56.856561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27f9b816-6d6f-4f53-9bbf-1d2891016f95 · outbound

This paper cites An Algorithm for Predicting the Intelligibility of Speech Masked by Modulated Noise Maskers,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing An Algorithm for Predicting the Intelligibility of Speech Masked by Modulated Noise Maskers,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:56.974003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cb85b7f-232a-4e26-a99a-6f0a418670a5 · outbound

This paper cites ICASSP 2024 Speech Signal Improvement Challenge,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing ICASSP 2024 Speech Signal Improvement Challenge,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:57.236572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71c65a23-db7c-40be-80a6-4b937c443fcc · outbound

This paper cites Dnsmos: A Non-Intrusive Perceptual Objective Speech Quality Metric to Evaluate Noise Suppressors,.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Dnsmos: A Non-Intrusive Perceptual Objective Speech Quality Metric to Evaluate Noise Suppressors,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:57.336647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee6a5973-500f-4e5b-9d5a-a0ae9a205d80 · outbound

This paper cites Available: https://ieeexplore.ieee.org/document/ 9961879/.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Available: https://ieeexplore.ieee.org/document/ 9961879/

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:54.027938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d61485fe-a741-4efd-8b25-2051f4c0ba40 · outbound

This paper cites Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement.

An Interpretable, Controllable Time-Varying IIR Denoiser for On-Device Assistive Hearing Improving Resource-Efficient Speech Enhancement via Neural Differentiable DSP Vocoder Refinement

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T19:17:53.249335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 2b8a07c8-59fc-46ed-88ae-690206cdde62 · inbound