Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T13:29:52.945730Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T13:29:52.945730Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 85964639-7562-4cf9-ab50-bb11e72f84b0 · outbound
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
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.
Observation f856792c-0e63-4550-ba94-1d8ff9c2fc6c · outbound
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
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.
Observation 2f658c32-0e38-4eef-9fcf-9e6fa8f7558e · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Speech Enhancement Based on A Priori Signal to Noise Estimation,
Reference 3
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.
Observation 9cc9144e-b6ff-4f41-b633-1374383e3826 · outbound
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
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.
Observation aca86d00-3e3b-407c-b45b-622d432cdd6c · outbound
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
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.
Observation cffc4e44-3195-4a0d-83e2-0b4e0b1389b2 · outbound
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
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.
Observation 538958f6-0669-4a74-917c-a0e25b958922 · outbound
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
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.
Observation 34d31cb8-88e0-427f-9b50-1bbb9de30429 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement A Data-Driven Ap proach to A Priori SNR Estimation,
Reference 8
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.
Observation dd80fef0-8610-48ae-832d-9bffb7fdb60f · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement An Iterative Speech Model-Based A Priori SNR Estimator,
Reference 9
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.
Observation 1aa2130e-715b-480b-850b-50651bb05541 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Ins tantaneous A Priori SNR Estimation by Cepstral Excitation Manipulation ,
Reference 10
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.
Observation 13ee60a6-e0d0-46a3-aa48-0c4ae3ef8a40 · outbound
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
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.
Observation 2feea14a-8c75-4447-8546-ad21b1c9eff3 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Data-Driven Speech Enha ncement,
Reference 12
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.
Observation a014f5a5-0542-4b54-af11-aeec337142d3 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Environment-O ptimized Speech Enhancement,
Reference 13
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.
Observation baa1b67c-f726-4cb9-9a18-f8bca3cc2163 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement A general Opti mization Procedure for Spectral Speech Enhancement Methods,
Reference 14
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.
Observation 0151ee2f-3435-4d1e-8b53-9f74cd5acf4b · outbound
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
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.
Observation b29893a2-bc80-491e-99b5-9b34b19dc3c3 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement On Training Targe ts for Supervised Speech Separation,
Reference 16
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.
Observation 12b16b68-7e93-4fc1-b816-01bb971c4899 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Discrimina- tively Trained Recurrent Neural Networks for Single-Chann el Speech Separation,
Reference 17
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.
Observation b28da8b9-3c5f-44a6-a4d4-f0bb7d8cd648 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Dee p Learning for Monaural Speech Separation,
Reference 18
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.
Observation 00883476-2ddf-4b6c-be2b-17c761a7a792 · outbound
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
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.
Observation a425fc07-327c-4add-8ace-30a6f35858e3 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement A Deep Neural Network for Time-Do main Signal Reconstruction,
Reference 20
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.
Observation c42f676f-c156-4e5f-9734-dd1d6623ca40 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Complex Ratio Masking for Monaural Speech Separation,
Reference 21
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.
Observation 68ae24d3-2720-44d9-a198-10fe25524fc6 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement A New Ratio Mask Representatio n for CASA-Based Speech Enhancement,
Reference 22
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.
Observation b4179fae-b198-4fe9-b5cd-69249fd9a157 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Supervised Speech Separation Based on Deep Learning: An Overview,
Reference 23
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.
Observation b1951441-7d4b-47c6-8b88-44958e058eb2 · outbound
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
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.
Observation 1a8d6405-46de-4e36-8f6c-e98600679ff9 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Perception Optimi zed Deep De- noising Autoencoders for Speech Enhancement
Reference 25
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.
Observation 3efc2c3f-e3cf-4d5e-8f43-6c6bd4116913 · outbound
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
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.
Observation d914211b-79a8-4f70-b2b0-db6ca7bc546a · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement A Perceptual Weighting Filter Loss for DNN Training in Speech Enhancement
Reference 27
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.
Observation be076066-1930-4465-88e2-4fecef22e6aa · outbound
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
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.
Observation 92330c67-2b1d-4319-afa0-f1326c80cfaf · outbound
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
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.
Observation 22b0e165-8eff-4303-9df8-b3e5bb3ed0ad · outbound
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
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.
Observation 6a343a73-3d31-47fd-b869-c6b2e41133da · outbound
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
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.
Observation 1363d4c7-20f1-421e-8dc1-b675a4f75288 · outbound
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
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.
Observation 22bf6015-b196-4d6e-b88f-8c7ea667d5f4 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Training Supervise d Speech Separation System to Improve STOI and PESQ Directly,
Reference 33
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.
Observation a73e4d0e-0004-4baf-a22a-ce98ccdbc9f6 · outbound
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
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.
Observation b1283dba-a884-4051-84af-c76a64c3b83d · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Error Concealment by Softb it Speech De- coding,
Reference 35
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.
Observation 86d8a188-ed21-44f9-84d3-c4e8241ac949 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Softbit Speech Decoding: A New Approach to Error Co nceal- ment,
Reference 36
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.
Observation 3a0ddbe1-25c0-4917-a174-bfc0908b7d9b · outbound
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
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.
Observation 9896ac9c-3ccc-423c-b42b-7cc247de1b78 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Unresolved cited work
Reference 38
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.
Observation 3bd9e33e-71da-4eef-ae73-56c6df37b887 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement On the Optimizat ion of Speech Enhancement Systems Using Instrumental Measures,
Reference 39
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.
Observation b6abc513-58b4-4e4e-aa60-3b99f6fed82a · outbound
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
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.
Observation a9ac3662-60e7-45c2-b9f8-5e8d1968b87f · outbound
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
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.
Observation 1002c14c-0b57-41cc-82a3-1465cb873f42 · outbound
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
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.
Observation 917c3f24-21ec-42e5-b469-459324c08d8a · outbound
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
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.
Observation fd7f4331-ec5f-49e7-a389-59d02d4c2dcc · outbound
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
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.
Observation bdec2cfa-e2c1-4cda-af88-021c2323329b · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Convolutional N eural Networks to Enhance Coded Speech,
Reference 45
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.
Observation d669b95d-a9e4-4e19-97b1-50fd29d1d6e6 · outbound
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
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.
Observation e90787a1-665d-4998-9115-f7beed4aa6d5 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Residual Networ ks Behave Like Ensembles of Relatively Shallow Networks,
Reference 47
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.
Observation b9b6be96-0f65-415b-b2ac-9665a37377fd · outbound
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
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.
Observation d9d2b404-7ee7-4207-9f24-5c0fc6803c6c · outbound
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
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.
Observation 9e42b0bd-4580-4039-b80b-2ea875842f7e · outbound
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
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.
Observation 39481c6b-1654-4258-af06-2a43b5959602 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Unresolved cited work
Reference 51
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.
Observation 029225ce-20b9-44aa-bb5a-c73dd723f351 · outbound
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
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.
Observation 0f2aed81-c5ea-46df-aa49-5f0e68218a33 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement Black Box Measurement of Musi cal Tones Produced by Noise Reduction Systems,
Reference 53
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.
Observation f1e11120-6d2d-4057-96d7-a966c2572011 · outbound
Components Loss for Neural Networks in Mask-Based Speech Enhancement 14) , 3GPP; TSG SA, Mar
Reference 54
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.
No inbound Pith citation observations are available.