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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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verified fuzzy
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:d2974eb5dd2670096b3356a29790972f7c42eb351e27369bdaadb792cff1c617

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=sha256:536fe5fb6630c686ceb910e4d89292f8f427acfa13de5fe159235f3779cf0007

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

Resolution
verified fuzzy
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=sha256:0a5bfa02abee2b35b0703248277d0d2199eedfb15706b052a451cb263b57e499

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:aa6dbd883785bcd5e42590044d4a16371321027d7aeb35552361f271ac109ee7

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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verified fuzzy
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:e9e7fba06595c0d00705aa10aab99752db3779bf45d7df3314d7d03609970c9a

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

Resolution
verified fuzzy
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:cae9fa2bd029effb92c454383a4c593d3289051e9683d55f9d62248df5bebc37

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=sha256:6495ca582fe052db902e747f129c564b9da29d7c8144e75ebec529ca3f8b656f

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

Resolution
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=sha256:637444f53b286387162317a00f081e22e636148304437a587801b2cb3fc38347

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

Resolution
verified fuzzy
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:a42c385ffed0561eca27d1fa6f3d0837fce9ffe27132d898e3a86323bf8f622d

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:cc2e9d3a1bcb5e4e42016df63fcbd8f9e72bcbfa707d68f7ba53477689baed54

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
verified fuzzy
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:c58fbc011f8f5160b85a8351e46a21820de9730232cd36dcefc9fd790e10e249

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

Resolution
verified fuzzy
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=sha256:50932367887626a627561b0673766b7f419d0c74970b84dc5581bf5df3f560db

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

Resolution
verified fuzzy
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:f48e988ff32e8d0b1025c776ed6a33fd25e80709fb512cbdb6b56e15a4e887ab

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

Resolution
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=sha256:2adf15ab839c45d8388d143232d3bac19099981e87f5a6259d0f17ea5d427d0c

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=sha256:05652552d03db4cb6f34a26ca0fbcbca51bdf77fb5d013f6d1459835761f4aaf

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

Resolution
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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=sha256:0e6dae9cd9c1a17da08b4844edfcf0874fa1d793d21e42bb0b439021bcd5b541

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:d954491568b95337666defbf3b1be356b2cc0ceb9c83c5936413052de286f804

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:ae5b5bdad25f25d30482646a1cd12c4f742aafe54d156bfaecd2da54c76d457d

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=sha256:0e4456079079e70ff2cb654f05f199171d9ec606f2c18d68fa330a9424949a28

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

Resolution
verified fuzzy
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=sha256:6c503e09f4a6a16ed9dea1c1b368fc1d8f9a29130556e878bd5af2051fc8fbf9

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

Resolution
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=sha256:38f237263b96ced3cb381da1ac858f423b3fa5aef607c4febcb7130599173c70

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

Resolution
verified fuzzy
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:e3ac6d063b5a22191644c446cbb15b9c4ed05eca64b53e9ae46876063c2e7f11

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

Resolution
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=sha256:49a9c4d87d6338ac0b1bc7117e003129b4131d894e5f339b55dfae886c3b18ae

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

Resolution
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=sha256:070c4913f7111132eb8d1d296a5bee324a57504cee27c1e17aff1c980946bfb3

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:cd26c46dbf55d4fa5738173381d3d2f7ff652240e48e9ece81d181577f6ef6d8

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
verified fuzzy
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=sha256:5430757e812dcee3ee2a7e4ab7947f32ed1e05cf334bbc7708f685718a9ed41c

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

Resolution
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:abf0183b6e2c20a4dc1e365303a00d18661214c68f32570f9358215a4845f719

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

Resolution
verified fuzzy
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:b0d7192fe8568d595fed287278caefacda0bb8089b81a76312f035dcab625e90

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

Resolution
verified fuzzy
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=sha256:5168ce6e264442d41c73d5f57d5092d0ebbafbeed0414ebe7a32b145d674d132

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=sha256:6d8c290c13cf0cdec5dcca206a1e0d2b144575ece76dc673399a1a683f169779

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
verified fuzzy
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:a15e5bfe0b262d7b065df6dc8a1e319a950c96a32db103f401e9141a22386ceb

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:ae78c545d22b5a8be2e893eda1f72703e40319044c776836c3a7e6145a5be475

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=sha256:7e034d70c525b36f583f1d370fde38a4fa15ff5c59860d2061856c2ba81de599

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:dc194c9befc15bf4340de0a03b4b9760915d19285e804e892902de5ccd42aa7e

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=sha256:2db66ce513d87e35ed9008e9bba904d5a071cf0d5716a193b4dce695a18aaae1

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=sha256:2b6586b5fe01df7b7318e39d2e50aa1b604657abf30639d3c8fc7ab3d59a3517

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=sha256:17108803d080a6d024fbd90477aa607d56490797b87ea40c37ecad24979de8c8

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:fb1c591ab1a4127bf302000ba1bdf42c7a736d2b2b19b39ee636ccca8bc7559e

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:d3db591d0ddf234470d30fa892e49c4c82f33203222e56cb8417446e0b2cbfac

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:ab8d85462097ee1dd1a834d98e7eb49ce4c6cc635c79ad5ea0305e507091b367

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:f3c4e7776bcd25b82e3a58dd9e414b096100d65fb478a3d8979a354e6d8523e6

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:a5784259252e78c3e504382b586af58bac312e586c435b30c1a6337adeb0c12a

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=sha256:33d00e78bb4c15ee2dd929ef040cbe24709d94f1273ed3d13f245557497e2e78

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:bee739147bce3621943b3fbc217e8aed097c58be53775cce5e73222492b0f02d

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=sha256:4e2b8ab49fd502e6f6690265a58e5a9ecd29bd330dcfdcc3439ec9e36e6bfb37

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=sha256:38393c3ead6bdb111432de5f7e3f4eca766ba06c1171f7fcc11cc2bfae0f19f1

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:bd09a7fa482efde36990a42a028b294b46bf6cf36986c522de97bbe1986549f8

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:df4c5961ef2661c0ff10568c39d98744eb5b87eb3f6dc9d968b70139390b3c44

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:e2537a7e7bf1a48c508bcf3ea30d25c259d8775ee96f630c4bb6787a6798a2f9

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=sha256:43daf18e10f1de62576c2a61df0751e973f60852f9c8a2aa32d0e4bd8b37d92f

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:bd5bc4b792f724dfd769507128533f2cb5611f80681b063d5be968d868a73367

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:f40a83bb6388214c17e0e1c98b94076312d66274676c14a7ffa402c803f21ce5

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:a94bd31d92170762728a1c6dc2adcacc8bde876243b1c9d509f9e76c72161fb0

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=sha256:56bfde034087d463c514e19ffd669a0b4674dde1c58dff6aba81502fc28924fe

Pith citing papers

No inbound Pith citation observations are available.