Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T14:24:35.970224Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 0 inbound Pith citation observations for arXiv:2508.21470.
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 2026-08-05T14:24:35.970224Z
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
80 of 80 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 995f6bf7-549a-451b-8dcf-2432961da79a · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Yu and L
Reference 1
Source-reported events for the cited work
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Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Ro- bust stochastic approximation approach to stochastic pro- gramming,
Reference 2
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Observation 09db943f-2eb6-4851-b481-c1197fa87cf8 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Adam: A Method for Stochastic Optimization
Reference 3
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Observation ada5eea4-667d-4ce4-8424-c4f0e61ae0ea · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Comparison of parametric rep- resentations for monosyllabic word recognition in continu- ously spoken sentences,
Reference 4
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Observation ed1ad71a-0e0a-4a8c-9545-a9a0289d44a4 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Efficient backprop,
Reference 5
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Observation f107df6f-a6fe-474c-bc5a-c9b36b2c4a83 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Rectified linear units improve restricted boltzmann machines,
Reference 6
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Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Rectifier non- linearities improve neural network acoustic models,
Reference 7
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Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Searching for Activation Functions
Reference 8
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Observation bcd73ad9-a7dc-42e5-8a36-64c645c91e71 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Gradient- based learning applied to document recognition,
Reference 9
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Observation 7425910d-a691-4788-9814-44f08c99e3d6 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Long short-term mem- ory,
Reference 10
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Observation 90f3bfee-6505-402a-be93-2b00ebe74b2d · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation
Reference 11
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Unavailable: canonical work link unavailable.
Observation 38f50b0e-5c57-470a-9742-edb84c2b26fd · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Deep residual learning for image recognition,
Reference 12
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Observation c52a0ab4-6d25-4ae9-9080-61152700d3c4 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Auto-Encoding Variational Bayes
Reference 13
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Unavailable: canonical work link unavailable.
Observation 1656b1b3-e786-4a52-b9bc-1118488a606d · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation U-net: Convo- lutional networks for biomedical image segmentation,
Reference 14
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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8f1dbf93-c6b5-4e0c-b770-87222df018eb · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Batch normalization: Accelerating deep network training by reducing internal covariate shift,
Reference 15
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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fc14945c-25f4-4db0-a051-51f5eac8ee90 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Layer Normalization
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7bd6d56-ad2e-4528-a89d-9a3f92b99f98 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Dropout: a simple way to prevent neural networks from overfitting,
Reference 17
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Unavailable: canonical work link unavailable.
Observation 89750c91-75d8-47ad-b169-2bf8bd7d8b17 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Imagenet classification with deep convolutional neural networks,
Reference 18
Source-reported events for the cited work
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Observation 2aaf55bc-a1c2-495c-9f39-b29bd06487e5 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Attention is all you need,
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 2bd2cf12-0a45-40ce-bee6-41ffad99057b · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Conformer: Convolution-augmented Transformer for Speech Recognition
Reference 20
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Unavailable: canonical work link unavailable.
Observation beb84be5-ac0b-4ded-92e4-03913c44ee67 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation V-net: Fully con- volutional neural networks for volumetric medical image seg- mentation,
Reference 21
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Observation bd872091-83a4-42e7-af95-756482a551fe · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation A comparison of five multi- ple instance learning pooling functions for sound event de- tection with weak labeling,
Reference 22
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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 34216c5e-80ad-4c87-a10b-8deced0a1c9f · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Support-vector networks,
Reference 23
Source-reported events for the cited work
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Observation 62363613-9395-4e2f-9502-7e548e191b4b · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Training a support vector machine in the pri- mal,
Reference 24
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Observation a6e21cb8-4a21-47ad-88a7-e27474a7e807 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Robust truncated hinge loss support vector machines,
Reference 25
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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6cec917a-eb45-40ca-b292-04cd12f4a660 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Robust estimation of a location parameter,
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 8d4cf1a2-be0c-40ed-954e-053a49e10ab9 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Ro- bust extended multidelay filter and double-talk detector for acoustic echo cancellation,
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 0b55005a-82cd-49ec-ba19-fd14b60b05dd · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation The use of multiple measurements in taxo- nomic problems,
Reference 28
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Observation c0274b7a-6732-41d9-974e-a3c5970ea625 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Fully-convolutional siamese networks for object tracking,
Reference 29
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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bb347206-0d38-4622-9365-2f48a5e03392 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Facenet: A uni- fied embedding for face recognition and clustering,
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 00ee62a6-8082-4c24-85e6-fe3a8b2fb6ad · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation A simple framework for contrastive learning of visual representations,
Reference 31
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Observation 4e26aa26-1cd6-4cdf-8121-d3a89c80bd49 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Momentum contrast for unsupervised visual representation learning,
Reference 32
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Unavailable: canonical work link unavailable.
Observation 70fbbe5b-70d7-4c52-afa9-452dc386d2ed · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Self- supervised text-independent speaker verification using pro- totypical momentum contrastive learning,
Reference 33
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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f1f699b7-bfab-4f5f-9f5f-60f444eccb1f · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Wasserstein gen- erative adversarial networks,
Reference 34
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Unavailable: canonical work link unavailable.
Observation ee5f90c7-e7f7-4e3b-bf85-bc54764ab2b4 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Improved training of wasserstein GANs,
Reference 35
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Observation aae6212a-e7c4-46f8-a96e-7e458855dfdd · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Performance study of the MVDR beamformer as a function of the source incidence an- gle,
Reference 36
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Observation b3ab0d73-97fa-4868-a8bc-d54f87cd977c · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation ACCDOA: Activity-coupled cartesian direc- tion of arrival representation for sound event localization and detection,
Reference 37
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Observation 52e6f904-9feb-4005-9732-7b0376326331 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation A deep learning framework for robust DOA estimation using spherical har- monic decomposition,
Reference 38
Source-reported events for the cited work
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Observation edc50d7b-dddd-4781-8f4f-00d208e2a145 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Ro- bust source counting and doa estimation using spatial pseudo- spectrum and convolutional neural network,
Reference 39
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Observation 8068b02b-c879-4e79-b4a6-f90ec8f8b7fe · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Multi-microphone speaker separation based on deep DOA estimation,
Reference 40
Source-reported events for the cited work
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Observation cbd6ffef-7fd5-4a64-a464-6f1ed5f56844 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Towards duration robust weakly supervised sound event detection,
Reference 41
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Observation 8edee82b-131e-4b84-b64b-287149c74465 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Impact of sound duration and inactive frames on sound event detection performance,
Reference 42
Source-reported events for the cited work
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Observation 4fc91542-945b-4609-b22c-015cabe79b8a · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Sound event detection and time-frequency segmentation from weakly labelled data,
Reference 43
Source-reported events for the cited work
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Observation 5f7e419e-b0da-456d-9bc6-a13791d107ac · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Weakly-supervised sound event detection with self-attention,
Reference 44
Source-reported events for the cited work
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Observation efc0226d-13cc-4e21-bd43-4c415171c58b · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Sound event detection by multitask learning of sound events and scenes with soft scene labels,
Reference 45
Source-reported events for the cited work
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Observation 4e078444-aced-42f3-8bef-8e370449d397 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Speaker recognition based on deep learning: An overview,
Reference 46
Source-reported events for the cited work
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Observation cf06f2e9-535a-43d7-9b85-de050e06bd00 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Front-end factor analysis for speaker verification,
Reference 47
Source-reported events for the cited work
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Observation e1c0ea0b-abca-4d33-b69b-27944cdffcbd · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation X-vectors: Robust DNN embeddings for speaker recognition,
Reference 48
Source-reported events for the cited work
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Observation ae92da9e-6efa-4c75-b47a-764614557d1c · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Data augmentation using deep generative models for embedding based speaker recognition,
Reference 49
Source-reported events for the cited work
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Observation 1526eed1-1b63-40f9-b75b-102da6183557 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Target speaker verification with selective auditory attention for single and multi-talker speech,
Reference 50
Source-reported events for the cited work
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Observation cf10b5ed-99f2-4bec-a450-1071700a7c0f · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Conv-TasNet: Surpassing ideal time–frequency magnitude masking for speech separation,
Reference 51
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Observation 5a7328e8-f697-46d3-b136-ca47fe4381a5 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Pearson correlation coefficient,
Reference 52
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Observation 9f0140bc-c6ec-452a-83f8-55d3d7293dba · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Sdr– half-baked or well done?
Reference 53
Source-reported events for the cited work
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Observation ce05622a-2ac7-4dd7-ab2f-edc6fd79f28f · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Learning spectral mapping for speech derever- beration and denoising,
Reference 54
Source-reported events for the cited work
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Observation b5a9e9d5-a61d-426f-bdef-50dc3fd78626 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation A convolutional recurrent neural net- work for real-time speech enhancement
Reference 55
Source-reported events for the cited work
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Observation d8a6fc2a-20ca-43f6-8608-2d667640e5eb · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Fullsubnet: A full- band and sub-band fusion model for real-time single-channel speech enhancement,
Reference 56
Source-reported events for the cited work
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Observation 4ef0dcc7-fd53-4276-b2e7-89fe28988d8b · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation SEGAN: Speech Enhancement Generative Adversarial Network
Reference 57
Source-reported events for the cited work
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Observation 5bb96442-f7d5-4b09-b59e-f017115e2edd · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation A new framework for CNN-based speech enhancement in the time domain,
Reference 58
Source-reported events for the cited work
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Observation 277a7ae1-61ff-4726-84bc-c37cbb9ff803 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Masking
Reference 59
Source-reported events for the cited work
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Observation c4f3793a-748e-4f71-ae24-d8dd6284364b · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Single channel target speaker extraction and recognition with speaker beam,
Reference 60
Source-reported events for the cited work
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Observation 331633aa-604b-4951-ae54-1c806d41e81f · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Per- mutation invariant training of deep models for speaker- independent multi-talker speech separation,
Reference 61
Source-reported events for the cited work
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Observation 67e1e16a-0aa0-471f-82f1-708b11b74efe · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Multi-channel overlapped speech recognition with location guided speech extraction network,
Reference 62
Source-reported events for the cited work
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Observation 34c3199e-f32c-4806-946d-1b3ec4939e02 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Deep clustering: Discriminative embeddings for segmentation and separation,
Reference 63
Source-reported events for the cited work
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Observation ef5876e5-bc7d-4a4a-b89e-a198efcd141d · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Combining spectral and spatial features for deep learning based blind speaker separation,
Reference 64
Source-reported events for the cited work
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Observation 6330c398-84cb-4a6f-9c94-fa3655abb6b7 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Wavesplit: End-to-end speech separation by speaker clustering,
Reference 65
Source-reported events for the cited work
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Observation da9e39ab-0e33-4e61-8a5f-e51de4dc62df · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Real-time target sound extraction,
Reference 66
Source-reported events for the cited work
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Observation 1b89cade-70ee-420f-a3d7-7ab3b1b5db6e · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Generative adversarial nets,
Reference 67
Source-reported events for the cited work
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Observation 053a9073-b6b2-40d0-be56-f4e887b5af2b · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Conditional Generative Adversarial Nets
Reference 68
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Observation 18cfadc5-b198-49ea-b0d3-25155c2e2f6b · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Unpaired image- to-image translation using cycle-consistent adversarial net- works,
Reference 69
Source-reported events for the cited work
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Observation f9b44531-25f7-4d8b-8b53-949c5682495e · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Semi-Supervised Learning with Generative Adversarial Networks
Reference 70
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Observation c9321beb-c316-4e30-92cd-c1b709328269 · outbound
Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Villani et al., Optimal transport: old and new
Reference 71
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Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation A geometric view of optimal transportation and generative model,
Reference 72
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Reference 73
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Reference 74
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Reference 75
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Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Understanding Diffusion Models: A Unified Perspective
Reference 76
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Fundamentals of Data-Driven Approaches to Acoustic Signal Detection, Filtering, and Transformation Multidimensional scaling: I. Theory and method,
Reference 77
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Reference 78
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Reference 79
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Reference 80
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