Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-26T09:32:41.384274Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2606.22591.
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 2026-06-26T09:32:41.384274Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-26T09:32:41.384274Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-04T09:49:44.175454Z
41 of 41 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f6561322-1102-4acd-85f2-dcd9f621160e · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff37d845-5a3a-4df1-8b90-ea7d8b89a89d · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 60522f98-5c34-4b37-9bf8-ffbbee273bd4 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c21b3105-1ffe-43b7-8467-544999216dc1 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Datasets and Setup Dataset.We first train and evaluate on the V oiceBank- DEMAND (VB-DEMAND) dataset [29], a widely used bench- mark for speech enhancement
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 293e0e17-a8ef-4bc1-8f43-c18ad1eff952 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Both use a frozen wav2vec 2.0 base model [12] for feature extraction and a three-layer MLP as the FiLM genera- tor
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b7b0173-1324-4152-8688-b0c8e7a74bad · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61825ec2-f10b-4ac9-bc6a-663ecc524299 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework They were not used for idea formulation, experimental design, or generating significant portions of the text from scratch
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation daaaaf00-c9c7-42a1-af8d-78101039dd68 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b5f9a4c-c234-4dd0-9f33-025829f59427 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework On training targets for supervised speech separation,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c947e21d-7ab8-43c5-b5ac-e59b561ef083 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Complex ratio mask- ing for monaural speech separation,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e7954ad-8482-4cd0-99d0-b2ec0efe8142 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Conv-TasNet: Surpassing ideal time- frequency magnitude masking for speech separation,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42515dea-012a-4c06-b436-e817b5fb8a73 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Denoising diffusion probabilistic models,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23c1e63a-2bcb-4d4e-a08b-1cca292f7e1e · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Conditional diffusion probabilistic model for speech enhancement,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c616d746-48a6-4f1b-afe1-605ebe63c6c3 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Speech enhancement with score-based generative models in the complex STFT do- main,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3364e995-ae2e-49c3-9fb5-3a7d1bfd71fc · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Speech enhancement and dereverberation with diffusion-based generative models,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39cb466a-4861-4846-85c3-0fe409b74a37 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Universal Speech Enhancement with Score-based Diffusion
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a833ccf6-b0c8-47d5-96d7-d03f5cb2fa87 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework UNI- VERSE++: Trainable multi-codec neural speech enhancement with multi-stage discriminators,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68deeb01-1b7e-4e7b-ab89-f0708f152dc5 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 277bbb3b-e78b-4e6e-889f-a9eae0e9ca6f · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework HuBERT: Self-supervised speech representation learning by masked prediction of hidden units,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1cf7e95a-ab96-4aad-9378-3eea8b761b3c · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework WavLM: Large-scale self- supervised pre-training for full stack speech processing,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c23938c-81d3-44a5-8f73-ddfda8972444 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Investi- gating self-supervised learning for speech enhancement and sepa- ration,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7dcfcac4-c9a9-4b40-857f-383eb83a1590 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Boosting Self-Supervised Embeddings for Speech Enhancement
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d6515d84-1ad0-443b-a80a-cebde3ad6083 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Self-supervised speech rep- resentations for speech enhancement,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ec36284-54e2-4054-8dae-9c2765178652 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework FINALLY: Fast and universal speech enhancement with studio-like quality,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca1782f5-a37d-483b-a030-c2e2159cf307 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Discrete token based speech enhancement,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a763db0-2b2e-4b60-8073-c9dfb7b5259f · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework FiLM: Visual reasoning with a general conditioning layer,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee75c8f6-249c-4d0b-ad68-65d082bad592 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Diffusion models beat GANs on im- age synthesis,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e683a7e-506d-4370-9c3b-863082fa8690 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Classifier-Free Diffusion Guidance
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c126116e-d8d4-4742-b0a6-ce20bb7d6e72 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework High-resolution image synthesis with latent diffusion models,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14b56271-8c34-40ab-bbbb-2ea9673ed27b · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Scalable diffusion models with transform- ers,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b8c8281-5e1f-4995-a34e-4d9a830757c2 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework StoRM: A diffusion-based stochastic regeneration model for speech enhancement and dereverberation,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a43440d-d45d-40b3-a543-b27067bb6d44 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework GAN-based speech enhancement for low SNR using latent feature conditioning,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f78282db-cc08-4e4a-bada-1f835e4ae2d2 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Score-based generative modeling through stochas- tic differential equations,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d73b0aee-943f-4fd3-ac9f-f5a26cfc5762 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Robust wav2vec 2.0: Analyzing domain shift in self- supervised pre-training,
Reference 35
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Unavailable: canonical work link unavailable.
Observation 2a44f992-87a3-453e-8b43-9a254f2e5e21 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework In- vestigating RNN-based speech enhancement methods for noise- robust text-to-speech,
Reference 36
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Unavailable: canonical work link unavailable.
Observation a301213b-e765-411e-97bd-fe0425521964 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework The voice bank corpus: De- sign, collection and data analysis of a large regional accent speech database,
Reference 37
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Unavailable: canonical work link unavailable.
Observation 40d1468f-12a0-499f-90b8-1b61ce8c4e97 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework The diverse environments multi-channel acoustic noise database (DEMAND): A database of multichannel environmental noise recordings,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88c8279d-b984-46cc-b4d0-52b5901828e6 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Per- ceptual evaluation of speech quality (PESQ)—a new method for speech quality assessment of telephone networks and codecs,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eee72ebe-f101-49a8-bff2-cf8259d1127c · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework An al- gorithm for intelligibility prediction of time-frequency weighted noisy speech,
Reference 40
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Unavailable: canonical work link unavailable.
Observation bf24c425-58e3-4cb8-8196-91fac61e02fa · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework SDR— half-baked or well done?
Reference 41
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Unavailable: canonical work link unavailable.
Observation 5d52a20b-1ec6-4c67-a38c-b54239751626 · outbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework DNSMOS: A non- intrusive perceptual objective speech quality metric to evaluate noise suppressors,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff37d845-5a3a-4df1-8b90-ea7d8b89a89d · inbound
Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework Bridging Self-Supervised Learning and Speech Enhancement: A Wav2Vec2-Conditioned Framework
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.