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Paper Citation Record · LEDGER

Components Loss for Neural Networks in Mask-Based Speech Enhancement

As of 16 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:1908.05087.

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

pith.paper-citation-record.v1
1908.05087 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T13:29:52.945730Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

54 of 54 outbound references displayed

  • verified exact2
  • verified fuzzy50
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 85964639-7562-4cf9-ab50-bb11e72f84b0 · outbound

This paper cites Speech Enhancement Using a Mini mum Mean-Square Error Short-Time Spectral Amplitude Estimato r,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Speech Enhancement Using a Mini mum Mean-Square Error Short-Time Spectral Amplitude Estimato r,

Reference 1

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raw_fallback, observed 2026-08-14T13:29:53.625013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.557590Z digest=sha256:ff30f686bd34661c2a7be49c205952c22a4424468d2a9191d47ee70773ab599b

Observation f856792c-0e63-4550-ba94-1d8ff9c2fc6c · outbound

This paper cites Speech Enhancement Using a Minimum Mean-Square Err or Log- Spectral Amplitude Estimator,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Speech Enhancement Using a Minimum Mean-Square Err or Log- Spectral Amplitude Estimator,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.613527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.592939Z digest=sha256:8130dda6e20a51f77494f8791f188048813ac8f02a82c7058eb31ac52cd6877d

Observation 2f658c32-0e38-4eef-9fcf-9e6fa8f7558e · outbound

This paper cites Speech Enhancement Based on A Priori Signal to Noise Estimation,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Speech Enhancement Based on A Priori Signal to Noise Estimation,

Reference 3

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raw_fallback, observed 2026-08-14T13:29:53.602685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.598783Z digest=sha256:b0b2e877cf88b923960fe3ab16e49d0cff672f4b0da4bbbaf6f34da88b6dd0f5

Observation 9cc9144e-b6ff-4f41-b633-1374383e3826 · outbound

This paper cites Speech Enhancement by MAP Spectra l Am- plitude Estimation Using a Super-Gaussian Speech Model,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Speech Enhancement by MAP Spectra l Am- plitude Estimation Using a Super-Gaussian Speech Model,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.590080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.603498Z digest=sha256:6810e126d841c4caba8dbef38abaab4f30a2f392786e9ced57972f6107586a09

Observation aca86d00-3e3b-407c-b45b-622d432cdd6c · outbound

This paper cites Speech Enhancement Using a Joint Map Estimator with Gaussian Mixture Model for (Non)-Stationar y Noise,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Speech Enhancement Using a Joint Map Estimator with Gaussian Mixture Model for (Non)-Stationar y Noise,

Reference 5

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raw_fallback, observed 2026-08-14T13:29:53.575431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.608207Z digest=sha256:81894bd1b09971bcf0f4a3134df7e985d9e809fc2aa7c1e1bd7f7159ded578b8

Observation cffc4e44-3195-4a0d-83e2-0b4e0b1389b2 · outbound

This paper cites Speech Enhancement Using Super-Gaussian Spe ech Models and Noncausal A Priori SNR Estimation,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Speech Enhancement Using Super-Gaussian Spe ech Models and Noncausal A Priori SNR Estimation,

Reference 6

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raw_fallback, observed 2026-08-14T13:29:53.561322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.612702Z digest=sha256:1122dd7ad7acff27b7701ea2583fba3b777d5bb94b5652d5a2076c36ef1c76d9

Observation 538958f6-0669-4a74-917c-a0e25b958922 · outbound

This paper cites Improved A Po steriori Speech Presence Probability Estimation Based on a Likeliho od Ratio with Fixed Priors,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Improved A Po steriori Speech Presence Probability Estimation Based on a Likeliho od Ratio with Fixed Priors,

Reference 7

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raw_fallback, observed 2026-08-14T13:29:53.546730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.617503Z digest=sha256:d17279e2d221bb124e145eb7962af84128be67a6ea3d5a3fe570c4275eb7c088

Observation 34d31cb8-88e0-427f-9b50-1bbb9de30429 · outbound

This paper cites A Data-Driven Ap proach to A Priori SNR Estimation,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A Data-Driven Ap proach to A Priori SNR Estimation,

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.533227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.621641Z digest=sha256:c457f93f4bac93f0d5833be3a3aab6b6f5c085d64f8449ba37c41e0a7d8c4bc8

Observation dd80fef0-8610-48ae-832d-9bffb7fdb60f · outbound

This paper cites An Iterative Speech Model-Based A Priori SNR Estimator,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement An Iterative Speech Model-Based A Priori SNR Estimator,

Reference 9

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raw_fallback, observed 2026-08-14T13:29:53.519645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.625410Z digest=sha256:248596b69aca6a2d9231d58ecda69a2cccd6c35a3c5bf7510fa55d5bd352169c

Observation 1aa2130e-715b-480b-850b-50651bb05541 · outbound

This paper cites Ins tantaneous A Priori SNR Estimation by Cepstral Excitation Manipulation ,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Ins tantaneous A Priori SNR Estimation by Cepstral Excitation Manipulation ,

Reference 10

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raw_fallback, observed 2026-08-14T13:29:53.503520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.630776Z digest=sha256:be002ad0969dc9834b00b39f1006f712991a538f72be8610ee39a52a9637ad43

Observation 13ee60a6-e0d0-46a3-aa48-0c4ae3ef8a40 · outbound

This paper cites Tracking Speech- presence Uncertainty to Improve Speech Enhancement in Non-stationa ry Noise Environments,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Tracking Speech- presence Uncertainty to Improve Speech Enhancement in Non-stationa ry Noise Environments,

Reference 11

Resolution
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raw_fallback, observed 2026-08-14T13:29:53.489069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.634779Z digest=sha256:737cad6a272cb7e10024a4d1bf3184a85232fdc65efc828c83f3dde450eab5ea

Observation 2feea14a-8c75-4447-8546-ad21b1c9eff3 · outbound

This paper cites Data-Driven Speech Enha ncement,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Data-Driven Speech Enha ncement,

Reference 12

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raw_fallback, observed 2026-08-14T13:29:53.474493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.639188Z digest=sha256:99042d6be4f129c8479738bd9300e3ef552f0bd60cb77a0aa692351e6be597cf

Observation a014f5a5-0542-4b54-af11-aeec337142d3 · outbound

This paper cites Environment-O ptimized Speech Enhancement,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Environment-O ptimized Speech Enhancement,

Reference 13

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raw_fallback, observed 2026-08-14T13:29:53.460307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.643477Z digest=sha256:dc7a0a90993578e75c49faf6cea45fefa05d884bdf8cc0513266d6e4cfb70c31

Observation baa1b67c-f726-4cb9-9a18-f8bca3cc2163 · outbound

This paper cites A general Opti mization Procedure for Spectral Speech Enhancement Methods,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A general Opti mization Procedure for Spectral Speech Enhancement Methods,

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.449144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.647511Z digest=sha256:e35760c6a3794846777adcac4f13a6183fa6c3e4f2bd1a425f0269fac1a61da5

Observation 0151ee2f-3435-4d1e-8b53-9f74cd5acf4b · outbound

This paper cites A Data-Driven Approach to Optimizing Spectral Spe ech En- hancement Methods for V arious Error Criteria,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A Data-Driven Approach to Optimizing Spectral Spe ech En- hancement Methods for V arious Error Criteria,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.437224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.651500Z digest=sha256:b21e92e9a489969d16def6bf485144352c6ffdee16060cfbc63f3fcff1f2dec0

Observation b29893a2-bc80-491e-99b5-9b34b19dc3c3 · outbound

This paper cites On Training Targe ts for Supervised Speech Separation,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement On Training Targe ts for Supervised Speech Separation,

Reference 16

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raw_fallback, observed 2026-08-14T13:29:53.426138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.655102Z digest=sha256:ec04da574ff712ca337e01ab9945dd61d518119dc7f29957117bc7f41db12ba2

Observation 12b16b68-7e93-4fc1-b816-01bb971c4899 · outbound

This paper cites Discrimina- tively Trained Recurrent Neural Networks for Single-Chann el Speech Separation,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Discrimina- tively Trained Recurrent Neural Networks for Single-Chann el Speech Separation,

Reference 17

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raw_fallback, observed 2026-08-14T13:29:53.415494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.658849Z digest=sha256:69218c466078681ef2ff49be2da12e6964df578bfa4fe5456d3659a4c2312214

Observation b28da8b9-3c5f-44a6-a4d4-f0bb7d8cd648 · outbound

This paper cites Dee p Learning for Monaural Speech Separation,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Dee p Learning for Monaural Speech Separation,

Reference 18

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raw_fallback, observed 2026-08-14T13:29:53.403395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.662324Z digest=sha256:0c2002dae6df178ada1160a7d22f7d545b67af29db3b70ecd7fa2f914ee7e52b

Observation 00883476-2ddf-4b6c-be2b-17c761a7a792 · outbound

This paper cites P hase- Sensitive and Recognition-Boosted Speech Separation Usin g Deep Recurrent Neural Networks,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement P hase- Sensitive and Recognition-Boosted Speech Separation Usin g Deep Recurrent Neural Networks,

Reference 19

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raw_fallback, observed 2026-08-14T13:29:53.392912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.686301Z digest=sha256:f2280c4be656bbb9422de743900c9eed1189bd86d8c0b9fefe62a72453db1071

Observation a425fc07-327c-4add-8ace-30a6f35858e3 · outbound

This paper cites A Deep Neural Network for Time-Do main Signal Reconstruction,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A Deep Neural Network for Time-Do main Signal Reconstruction,

Reference 20

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raw_fallback, observed 2026-08-14T13:29:53.380290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.728346Z digest=sha256:ad97fe43d63b278441193b1bd96d6667dc9f490eea97f90c03cffc51836330e5

Observation c42f676f-c156-4e5f-9734-dd1d6623ca40 · outbound

This paper cites Complex Ratio Masking for Monaural Speech Separation,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Complex Ratio Masking for Monaural Speech Separation,

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.369119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.787911Z digest=sha256:5ef8782cef3ee39b2b4628d0715d3ea629d8b76f1f7d7593e8de42d6eb0c37aa

Observation 68ae24d3-2720-44d9-a198-10fe25524fc6 · outbound

This paper cites A New Ratio Mask Representatio n for CASA-Based Speech Enhancement,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A New Ratio Mask Representatio n for CASA-Based Speech Enhancement,

Reference 22

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raw_fallback, observed 2026-08-14T13:29:53.356529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.828343Z digest=sha256:8ff974e7e60feb6239132f6a5a240e7715317bd75634fd082c65408d007995e5

Observation b4179fae-b198-4fe9-b5cd-69249fd9a157 · outbound

This paper cites Supervised Speech Separation Based on Deep Learning: An Overview,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Supervised Speech Separation Based on Deep Learning: An Overview,

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.344189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.832342Z digest=sha256:8198d70fd03f2037e4e9e20d4b621205548dcace289c466673982010d02b6a68

Observation b1951441-7d4b-47c6-8b88-44958e058eb2 · outbound

This paper cites A Regression Approa ch to Single-Channel Speech Separation via High-Resolution Dee p Neural Networks,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A Regression Approa ch to Single-Channel Speech Separation via High-Resolution Dee p Neural Networks,

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.333169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.836327Z digest=sha256:4f72657b2b58c8b89e6acb53d3ab2cc03a8dba7751d8cfa2e26738dab01645e0

Observation 1a8d6405-46de-4e36-8f6c-e98600679ff9 · outbound

This paper cites Perception Optimi zed Deep De- noising Autoencoders for Speech Enhancement.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Perception Optimi zed Deep De- noising Autoencoders for Speech Enhancement

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.322011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.840214Z digest=sha256:1c4e2fc4cb34a29d63c168f999a98ba6e8a9755a89f3fcdcc242f11b6a946119

Observation 3efc2c3f-e3cf-4d5e-8f43-6c6bd4116913 · outbound

This paper cites A Percep tually- Weighted Deep Neural Network for Monaural Speech Enhanceme nt in Various Background Noise Conditions,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A Percep tually- Weighted Deep Neural Network for Monaural Speech Enhanceme nt in Various Background Noise Conditions,

Reference 26

Resolution
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raw_fallback, observed 2026-08-14T13:29:53.308615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.843855Z digest=sha256:3a320ea72c8e094aed01feb4e820e1a560dd091c604b963957dc1ffade7869e7

Observation d914211b-79a8-4f70-b2b0-db6ca7bc546a · outbound

This paper cites A Perceptual Weighting Filter Loss for DNN Training in Speech Enhancement.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A Perceptual Weighting Filter Loss for DNN Training in Speech Enhancement

Reference 27

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verified exact
local_arxiv, observed 2026-08-14T13:29:52.998929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.847517Z digest=sha256:ac130e840f2cf51505fd65a98bc2d5d3f0a95f7e116d48508e0763296a543618

Observation be076066-1930-4465-88e2-4fecef22e6aa · outbound

This paper cites Lear ning to Dequantize Speech Signals by Primal-Dual Networks: An Appr oach for Acoustic Sensor Networks,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Lear ning to Dequantize Speech Signals by Primal-Dual Networks: An Appr oach for Acoustic Sensor Networks,

Reference 28

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raw_fallback, observed 2026-08-14T13:29:53.295318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.851673Z digest=sha256:15dccd789e174d126e00724e31dce8114d3357d05d01f2fef2b702d639b88c5f

Observation 92330c67-2b1d-4319-afa0-f1326c80cfaf · outbound

This paper cites A Deep Learning Loss Function Based on the Perceptual Evalu ation of the Speech Quality,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A Deep Learning Loss Function Based on the Perceptual Evalu ation of the Speech Quality,

Reference 29

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raw_fallback, observed 2026-08-14T13:29:53.281226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.855291Z digest=sha256:e4e0314e4e2485c91f173e01db9946dcbc563dffe29d58a2ca9c6c9f379311c1

Observation 22b0e165-8eff-4303-9df8-b3e5bb3ed0ad · outbound

This paper cites DNN- Based Source Enhancement to Increase Objective Sound Quali ty As- sessment Score,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement DNN- Based Source Enhancement to Increase Objective Sound Quali ty As- sessment Score,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.269999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.858970Z digest=sha256:9f5e4232b127e1f15eec54d50cb115572c62953ba39357313feccfeecf6d9153

Observation 6a343a73-3d31-47fd-b869-c6b2e41133da · outbound

This paper cites Monaural Speech En hancement Using Deep Neural Networks by Maximizing a Short-Time Objec tive Intelligibility Measure,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Monaural Speech En hancement Using Deep Neural Networks by Maximizing a Short-Time Objec tive Intelligibility Measure,

Reference 31

Resolution
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raw_fallback, observed 2026-08-14T13:29:53.258455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.862869Z digest=sha256:a5417566fa7ba50359f9be9896da08b8e1b3efe18dd4b2baed3d90a1b3e072ba

Observation 1363d4c7-20f1-421e-8dc1-b675a4f75288 · outbound

This paper cites Deep Neural Network Based Speech Separation Optimizing an Objective Es timator of Intelligibility for Low Latency Applications,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Deep Neural Network Based Speech Separation Optimizing an Objective Es timator of Intelligibility for Low Latency Applications,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.247321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.866628Z digest=sha256:9c70d554df98aed41648f9a8c162e4fa1b4ea95253d2da532b8a0b6c976cc004

Observation 22bf6015-b196-4d6e-b88f-8c7ea667d5f4 · outbound

This paper cites Training Supervise d Speech Separation System to Improve STOI and PESQ Directly,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Training Supervise d Speech Separation System to Improve STOI and PESQ Directly,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.236978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.870075Z digest=sha256:ecfbca0e29a757855273294adebe614f72332ef586cae1945df66038892c6618

Observation a73e4d0e-0004-4baf-a22a-ce98ccdbc9f6 · outbound

This paper cites End-to- End Waveform Utterance Enhancement for Direct Evaluation M etrics Optimization by Fully Convolutional Neural Networks,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement End-to- End Waveform Utterance Enhancement for Direct Evaluation M etrics Optimization by Fully Convolutional Neural Networks,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.227200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.873521Z digest=sha256:36ca7cb0c6407069d65e50e887c3d19f811e0807d58a518a9ea7993c3df5608e

Observation b1283dba-a884-4051-84af-c76a64c3b83d · outbound

This paper cites Error Concealment by Softb it Speech De- coding,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Error Concealment by Softb it Speech De- coding,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.216155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.876908Z digest=sha256:9465d4b7f39c481d3eb4d7f5a037a2a2ca8d5d871f6ca2b07e3149cb2aecb46f

Observation 86d8a188-ed21-44f9-84d3-c4e8241ac949 · outbound

This paper cites Softbit Speech Decoding: A New Approach to Error Co nceal- ment,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Softbit Speech Decoding: A New Approach to Error Co nceal- ment,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.205326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.880797Z digest=sha256:91bdc92d7caa75c33e7975773553b98b67c5328154a9f88ee4b0453dc998b9b5

Observation 3a0ddbe1-25c0-4917-a174-bfc0908b7d9b · outbound

This paper cites A Short-Time Objective Intelligibility Measure for Time-Frequency Wei ghted Noisy Speech,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A Short-Time Objective Intelligibility Measure for Time-Frequency Wei ghted Noisy Speech,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.192474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.884425Z digest=sha256:6d4dfbf3c052227a5ef2bd9822af5ca75c44182d3106debdc81640e5b95b00ec

Observation 9896ac9c-3ccc-423c-b42b-7cc247de1b78 · outbound

This paper cites an unresolved cited work.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:29:53.182095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.887952Z digest=sha256:96618bd3e4bfd7cb66cefe7e009a1e06ac17b12cb3593eb677c4b6f2a3b8f682

Observation 3bd9e33e-71da-4eef-ae73-56c6df37b887 · outbound

This paper cites On the Optimizat ion of Speech Enhancement Systems Using Instrumental Measures,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement On the Optimizat ion of Speech Enhancement Systems Using Instrumental Measures,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.172644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.891496Z digest=sha256:ff5ab4101471499be1de072bac88e57394f7ed1ecf598cdc52e871aac4c17810

Observation b6abc513-58b4-4e4e-aa60-3b99f6fed82a · outbound

This paper cites Quality Assessment of Sp eech Enhance- ment Systems by Separation of Enhanced Speech, Noise, and Ec ho,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Quality Assessment of Sp eech Enhance- ment Systems by Separation of Enhanced Speech, Noise, and Ec ho,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.161799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.894839Z digest=sha256:2c25f7b29245e4811debe77dc5c4c553a78c4da0bec319347b2ac9898e3824aa

Observation a9ac3662-60e7-45c2-b9f8-5e8d1968b87f · outbound

This paper cites A Figure of Merit for Instrume ntal Optimiza- tion of Noise Reduction Algorithms,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement A Figure of Merit for Instrume ntal Optimiza- tion of Noise Reduction Algorithms,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.151116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.898250Z digest=sha256:57fd7e1296c405d0b9ddf4101c980f92d5bae10e127cd2238522ca303034078a

Observation 1002c14c-0b57-41cc-82a3-1465cb873f42 · outbound

This paper cites P.1100: Narrowband Hands-Free Communication in Motor Vehicles, International Telecommunication Standardization Secto r (ITU- T), Jan.

Components Loss for Neural Networks in Mask-Based Speech Enhancement P.1100: Narrowband Hands-Free Communication in Motor Vehicles, International Telecommunication Standardization Secto r (ITU- T), Jan

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.139759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.901892Z digest=sha256:933bd630ee0a940f90a6737a34cdcde2330481350e346eebb191c50fc0c90bf0

Observation 917c3f24-21ec-42e5-b469-459324c08d8a · outbound

This paper cites P.1110: Wideband Hands-Free Communication in Motor Vehicles, International Telecommunication Standardization Secto r (ITU- T), Jan.

Components Loss for Neural Networks in Mask-Based Speech Enhancement P.1110: Wideband Hands-Free Communication in Motor Vehicles, International Telecommunication Standardization Secto r (ITU- T), Jan

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.128566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.905585Z digest=sha256:38d21ef4dcd864e3fdb37e9344fd38eb5ebc700e4d2236990935cfbaf9c10e88

Observation fd7f4331-ec5f-49e7-a389-59d02d4c2dcc · outbound

This paper cites P.1130: Subsystem Requirements for Automotive Speech Services, International Telecommunication Standardization Secto r (ITU- T), Jun.

Components Loss for Neural Networks in Mask-Based Speech Enhancement P.1130: Subsystem Requirements for Automotive Speech Services, International Telecommunication Standardization Secto r (ITU- T), Jun

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.117200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.909934Z digest=sha256:fa59b8d4f2553821787cc01c0862004f5b5704e63cab7c96b9a19024e81d44a6

Observation bdec2cfa-e2c1-4cda-af88-021c2323329b · outbound

This paper cites Convolutional N eural Networks to Enhance Coded Speech,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Convolutional N eural Networks to Enhance Coded Speech,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.105552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.913556Z digest=sha256:079a0a032b6d5e5140d9ebc93aa43304784ce9b6d19a0f47b0a6811043b697d5

Observation d669b95d-a9e4-4e19-97b1-50fd29d1d6e6 · outbound

This paper cites MetricGAN: Generative Adversarial Networks based Black-box Metric Scores Optimization for Speech Enhancement.

Components Loss for Neural Networks in Mask-Based Speech Enhancement MetricGAN: Generative Adversarial Networks based Black-box Metric Scores Optimization for Speech Enhancement

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-08-14T13:29:52.983984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.917021Z digest=sha256:d79b58a4e06028d43891d6159cc87fc38c3772d1f61badd8b99c2553eff6d4cb

Observation e90787a1-665d-4998-9115-f7beed4aa6d5 · outbound

This paper cites Residual Networ ks Behave Like Ensembles of Relatively Shallow Networks,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Residual Networ ks Behave Like Ensembles of Relatively Shallow Networks,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.094695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.920821Z digest=sha256:5c89e99517f9edbe617cfc035c6374b2d9d526dddd3c25b3d35fbabe25117e39

Observation b9b6be96-0f65-415b-b2ac-9665a37377fd · outbound

This paper cites An Audi o-Visual Corpus for Speech Perception and Automatic Speech Recognit ion,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement An Audi o-Visual Corpus for Speech Perception and Automatic Speech Recognit ion,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.082721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.924473Z digest=sha256:297679e7fde6e075718cbba2d864cb2d22573efea9417ca6b61a0f6331236b24

Observation d9d2b404-7ee7-4207-9f24-5c0fc6803c6c · outbound

This paper cites The T hird ‘CHiME’ Speech Separation and Recognition Challenge: Dataset, Tas k and Base- lines,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement The T hird ‘CHiME’ Speech Separation and Recognition Challenge: Dataset, Tas k and Base- lines,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.071262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.928170Z digest=sha256:9e82af09739b647dcee894de0317ba6571a3ea6eede087c8d1294171b2c43b44

Observation 9e42b0bd-4580-4039-b80b-2ea875842f7e · outbound

This paper cites P.56: Objective Measurement of Active Speech Level , Interna- tional Telecommunication Standardization Sector (ITU-T) , Dec.

Components Loss for Neural Networks in Mask-Based Speech Enhancement P.56: Objective Measurement of Active Speech Level , Interna- tional Telecommunication Standardization Sector (ITU-T) , Dec

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.060413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.931877Z digest=sha256:925b37e29d7ffc57a7bbe07fbeebea4bb2ce64ce28d5dc27dfa8abb2cce7b31c

Observation 39481c6b-1654-4258-af06-2a43b5959602 · outbound

This paper cites an unresolved cited work.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:29:53.047337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.935707Z digest=sha256:21d310c575fb10d8a6283db85593128e920da0d77736b7e94cc15e5cbe901d5d

Observation 029225ce-20b9-44aa-bb5a-c73dd723f351 · outbound

This paper cites P .863: Perceptual Objective Listening Quality Predic tion (POLQA), International Telecommunication Union, Telecommunicat ion Standardization Sector (ITU-T), Mar.

Components Loss for Neural Networks in Mask-Based Speech Enhancement P .863: Perceptual Objective Listening Quality Predic tion (POLQA), International Telecommunication Union, Telecommunicat ion Standardization Sector (ITU-T), Mar

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.034634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.939875Z digest=sha256:437be242cb22c0c3ac98fdaa063b4993c95835775ba1c2ff52ca5f63283e0945

Observation 0f2aed81-c5ea-46df-aa49-5f0e68218a33 · outbound

This paper cites Black Box Measurement of Musi cal Tones Produced by Noise Reduction Systems,.

Components Loss for Neural Networks in Mask-Based Speech Enhancement Black Box Measurement of Musi cal Tones Produced by Noise Reduction Systems,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.022729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.942708Z digest=sha256:3c762a5e75a7d6ae90a244a3f99631028cf862d57bbcd50733de25f95f826632

Observation f1e11120-6d2d-4057-96d7-a966c2572011 · outbound

This paper cites 14) , 3GPP; TSG SA, Mar.

Components Loss for Neural Networks in Mask-Based Speech Enhancement 14) , 3GPP; TSG SA, Mar

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:29:53.010672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T13:29:52.945730Z digest=sha256:9b3d7e835940fe1cc80c74370b227f3e10768c81a3dd1b6b821de347fffb5826

Pith citing papers

No inbound Pith citation observations are available.