Paper Citation Record · LEDGER

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids

As of 20 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2501.10525.

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

pith.paper-citation-record.v1
2501.10525 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:13:35.430253Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

39 of 39 outbound references displayed

verified exact1
verified fuzzy24
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6c190629-d4db-4bf3-b559-929c08b79e0b · outbound

This paper cites Marketrak viii: The efficacy of hearing aids in achieving compensation equity in the is workplace,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Marketrak viii: The efficacy of hearing aids in achieving compensation equity in the is workplace,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.769849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1f73bc4f-f724-4564-be89-df9410ca5622 · outbound

This paper cites Some experiments on the recognition of speech, with one and with two ears,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Some experiments on the recognition of speech, with one and with two ears,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.757091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2b3dceb0-277c-4f98-84bf-cef6becbfe91 · outbound

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

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Speech enhancement using a minimum-mean square error short-time spectral amplitude estimator,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.669817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5a15e569-ca87-4624-98e5-5480f9d2307a · outbound

This paper cites SEGAN: Speech Enhancement Generative Adversarial Network.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids SEGAN: Speech Enhancement Generative Adversarial Network

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:34.987567Z

Source-reported events for the cited work

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Observation 08ceb4d5-3751-477a-92bd-803f75ad6d25 · outbound

This paper cites Audio Enhancement for Computer Audition -- An Iterative Training Paradigm Using Sample Importance.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Audio Enhancement for Computer Audition -- An Iterative Training Paradigm Using Sample Importance

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-10T19:13:35.485558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c08f26ec-2767-4d3e-b41b-62f4bfcce0bb · outbound

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

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids DCCRN: Deep Complex Convolution Recurrent Network for Phase-Aware Speech Enhancement

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:34.995901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9204a400-f648-47e3-83ff-28c3b81e1e21 · outbound

This paper cites Ultra low complexity deep learning based noise suppression,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Ultra low complexity deep learning based noise suppression,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.567817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e73ae413-1024-48bc-89e8-c4ca1f6ce39d · outbound

This paper cites Low latency speech enhancement for hearing aids using deep filtering,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Low latency speech enhancement for hearing aids using deep filtering,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.519500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation df8ef426-80ff-4fb6-bce2-a0e07f8b058a · outbound

This paper cites Conv-tasnet: Surpassing ideal time– frequency magnitude masking for speech separation,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Conv-tasnet: Surpassing ideal time– frequency magnitude masking for speech separation,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.072397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89f058d0-c880-4889-a86a-b56229482d9c · outbound

This paper cites A perceptually-motivated approach for low-complexity, real- time enhancement of fullband speech,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids A perceptually-motivated approach for low-complexity, real- time enhancement of fullband speech,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.498341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 461af3bb-1510-4877-a305-4d63d9cceb1e · outbound

This paper cites A hybrid dsp/deep learning approach to real-time full-band speech enhancement,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids A hybrid dsp/deep learning approach to real-time full-band speech enhancement,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.167912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98959125-9e8e-4288-a3f7-51750cb49982 · outbound

This paper cites Deepfil- ternet: A low complexity speech enhancement framework for full-band audio based on deep filtering,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Deepfil- ternet: A low complexity speech enhancement framework for full-band audio based on deep filtering,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.478120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6bc74e61-1101-4354-bb78-bda7658b0814 · outbound

This paper cites Deep- filternet: Perceptually motivated real-time speech enhancement,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Deep- filternet: Perceptually motivated real-time speech enhancement,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.463452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c189773a-039d-43ec-9938-d63c431cdc08 · outbound

This paper cites Deep multi-frame filtering for hearing aids,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Deep multi-frame filtering for hearing aids,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.286198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 81a16a59-621c-47cf-8426-a2effd0191b7 · outbound

This paper cites A simultaneous denoising and dereverberation framework with target decoupling,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids A simultaneous denoising and dereverberation framework with target decoupling,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.138360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dc998c70-5263-4886-9779-d7df7b15c7df · outbound

This paper cites Supervised speech separation based on deep learning: An overview,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Supervised speech separation based on deep learning: An overview,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.191322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc9f4522-fad5-4bb4-a677-a94739104a08 · outbound

This paper cites Scaling speech enhancement in unseen environments with noise embeddings,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Scaling speech enhancement in unseen environments with noise embeddings,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.118954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 22842549-ac11-4063-8ef1-8a95ca4a3f1e · outbound

This paper cites N-hans: A neural network-based toolkit for in-the-wild audio enhancement,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids N-hans: A neural network-based toolkit for in-the-wild audio enhancement,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.105745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a9aef382-8c27-424f-b501-318f350de26f · outbound

This paper cites Complex ratio masking for monaural speech separation,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Complex ratio masking for monaural speech separation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.092890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 11a0fc67-bdb0-45d6-aea5-4a48be78a729 · outbound

This paper cites Deep denoising for hearing aid applications,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Deep denoising for hearing aid applications,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.077627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7f71bb68-da42-4d9f-a3a2-247f663a9400 · outbound

This paper cites Lightweight online noise reduction on embedded devices using hierar- chical recurrent neural networks,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Lightweight online noise reduction on embedded devices using hierar- chical recurrent neural networks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.063338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 56a865ea-63ef-4242-b80f-bf8389fafb2b · outbound

This paper cites Deep filtering: Signal extraction and recon- struction using complex time-frequency filters,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Deep filtering: Signal extraction and recon- struction using complex time-frequency filters,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:36.050091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6d920941-4fbc-4c91-b965-f3f8939e4a26 · outbound

This paper cites A multi-frame approach to the frequency- domain single-channel noise reduction problem,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids A multi-frame approach to the frequency- domain single-channel noise reduction problem,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:35.991434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 06ba045d-8815-4175-8c63-6604625220a4 · outbound

This paper cites Uniform polyphase filter banks for use in hearing aids: design and constraints,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Uniform polyphase filter banks for use in hearing aids: design and constraints,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:35.885225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f506cc3a-ef8a-4331-a41f-d80549f3c755 · outbound

This paper cites Deep- filternet2: Towards real-time speech enhancement on embedded devices for full-band audio,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Deep- filternet2: Towards real-time speech enhancement on embedded devices for full-band audio,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:35.810991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3c1e4e69-d44c-4c18-9a6c-561d531180ce · outbound

This paper cites Panns: Large-scale pretrained audio neural networks for audio pattern recognition,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Panns: Large-scale pretrained audio neural networks for audio pattern recognition,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.322925Z

Source-reported events for the cited work

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Observation 8e9d28e1-ad0b-43da-a375-acce3273a9f9 · outbound

This paper cites Attention is all you need,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Attention is all you need,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.326787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b84b2c7-89b5-4964-9b7e-00fd3b55a77f · outbound

This paper cites The interspeech 2020 deep noise suppression challenge: Datasets, subjective testing framework, and challenge results,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids The interspeech 2020 deep noise suppression challenge: Datasets, subjective testing framework, and challenge results,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.330914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57344c66-cff0-457a-a4bc-3891569c1b30 · outbound

This paper cites Audio set: An ontology and human- labeled dataset for audio events,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Audio set: An ontology and human- labeled dataset for audio events,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.341397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6aa2ddc9-456d-4637-8ade-d180fea8109c · outbound

This paper cites The voice bank corpus: Design, collection and data analysis of a large regional accent speech database,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids The voice bank corpus: Design, collection and data analysis of a large regional accent speech database,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:35.769911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8168abdb-bc54-4938-b5db-571e502ac9b3 · outbound

This paper cites The diverse environments multi- channel acoustic noise database (demand): A database of multichannel environmental noise recordings,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids The diverse environments multi- channel acoustic noise database (demand): A database of multichannel environmental noise recordings,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:35.754488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 444cc0c7-ab80-4e33-a9b7-2b6d6b55ee90 · outbound

This paper cites Fsd50k: an open dataset of human-labeled sound events,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Fsd50k: an open dataset of human-labeled sound events,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.399099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2facad7d-d2bf-4795-a924-446a964fada8 · outbound

This paper cites Esc: Dataset for environmental sound classification,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Esc: Dataset for environmental sound classification,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:35.654489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c85f233b-26b8-4732-b1ac-6fd232e924a1 · outbound

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

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Sdr–half-baked or well done?

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.406531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd995a19-58b0-4fd8-b69f-96f5487428d6 · outbound

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

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids An algorithm for intelligibility prediction of time–frequency weighted noisy speech,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.409867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8198f6f6-ab5c-4af8-8114-fe954e98055e · outbound

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

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Per- ceptual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.415742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3535219b-01c2-419e-a38c-2da798ef60c5 · outbound

This paper cites Dnsmos: A non-intrusive perceptual objective speech quality metric to evaluate noise suppressors,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Dnsmos: A non-intrusive perceptual objective speech quality metric to evaluate noise suppressors,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T19:13:35.419748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60ed7885-0b0c-446e-8f90-412fbb75b5c1 · outbound

This paper cites Zero-shot personalized speech enhancement through speaker-informed model selection,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Zero-shot personalized speech enhancement through speaker-informed model selection,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:35.586830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 066ccaca-a107-4161-8a55-8a97b1168f8c · outbound

This paper cites Zero-shot test time adaptation via knowledge distillation for personalized speech denoising and dereverberation,.

DFingerNet: Noise-Adaptive Speech Enhancement for Hearing Aids Zero-shot test time adaptation via knowledge distillation for personalized speech denoising and dereverberation,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:13:35.570966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.