Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T10:29:52.007835Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2601.09931.
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 2026-08-03T10:29:52.007835Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-26T23:17:45.299833Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-03T22:49:01.370716Z
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 663f5268-a6b4-454b-81d1-912b6864d606 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Supervised speech separation based on deep learning: An overview,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c207fc2b-2b91-44d3-adc0-000d8310378a · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Conv-TasNet: Surpassing ideal time–frequency magnitude masking for speech separation,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b82016b-28ee-4ecf-8133-42e5961d620b · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement TF- GridNet: Making time-frequency domain models great again for monaural speaker separation,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ef97742-9bbd-48cb-833d-37016d945a95 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement TF-CrossNet: Leveraging global, cross-band, narrow-band, and positional encoding for single- and multi-channel speaker separation,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adff0aca-9e62-4493-8b29-6c0872f2fa3a · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement SEGAN: Speech enhancement generative adversarial network,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac2cf64e-4f1b-4684-abf9-2f98264c5cf2 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Conditional diffusion probabilistic model for speech enhancement,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36774dac-a60f-4dae-b6a7-89b965032054 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement StoRM: A diffusion-based stochastic regeneration model for speech enhancement and dereverberation,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3c93030-2603-42b8-b75f-5e35c1fce79c · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement A composite predictive-generative approach to monaural universal speech enhancement,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4c051cc-0180-4ec5-a50e-6ab5323e1490 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement GAN-based speech enhancement for low snr using latent feature conditioning,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c22645ca-d22d-4f47-be5b-b35f29500dde · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Improving deep speech denoising by noisy2noisy signal mapping,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 011dba21-2477-4b49-a131-b74a14bb064f · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Analysis of noisy-target training for DNN-based speech enhancement,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af3a3e24-d2d9-4867-8468-99ee421d294c · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Unsupervised sound separation using mixture invariant training,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da5f590a-37d2-43d0-8343-09d445295ccc · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement RemixIT: Continual self-training of speech enhancement models via boot- strapped remixing,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f7e4077-549a-4fd1-8e2c-0eb7f92026cb · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Self-supervised speech denoising using only noisy audio signals,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56535acc-bb6b-4359-b83d-9f1f4d71d65f · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement A parallel-data-free speech enhancement method using multi-objective learning cycle-consistent generative adversarial network,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 925b11ee-bdb6-4650-95d6-186aa947331a · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement MetricGAN- U: Unsupervised speech enhancement/dereverberation based only on noisy/reverberated speech,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 130569a8-bb11-4c82-9a56-1fc9ac960322 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Statistical speech enhancement based on probabilistic integration of variational autoen- coder and non-negative matrix factorization,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d848a438-bd05-4e98-ae11-21aaa2cadfaf · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Unsupervised speech enhancement using dynamical variational autoencoders,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92487dda-0993-4a8b-aad5-54a19f995015 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Unsupervised speech enhancement with diffusion-based generative models,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 650304c2-52d1-434f-a032-328b912af4a9 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Diffusion- based unsupervised audio-visual speech enhancement,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db0e63bd-7d6b-4141-b73d-4f247d3cb185 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Posterior transition modeling for unsupervised diffusion-based speech enhancement,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76084337-5199-4bae-918b-e76cb10caa34 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Diffusion models for audio restoration: A review,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b8cd1ba-e0bb-45de-8662-38b41a5e48b1 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement A Survey on Diffusion Models for Inverse Problems
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56b9794a-7f86-4357-a04a-9da25366a5c0 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Parallel diffusion models of operator and image for blind inverse problems,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4ac0303-e0e9-4585-a3c1-5b658f73f6fc · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Diffusion-based unsuper- vised audio-visual speech separation in noisy environments with noise prior,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 095e644e-1538-4fe9-ae95-bb20dde71a81 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Multi-source diffusion models for simultaneous music generation and sepa- ration,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe0f2543-2b10-48c5-9a02-4beff7c76f74 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement A recurrent variational autoencoder for speech enhancement,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52341dd8-0735-422a-8bd1-0a2393ac90b5 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Investigating RNN- based speech enhancement methods for noise-robust text-to-speech,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97e3003c-536f-4034-81f9-17d93022d75c · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement A connection between score matching and denoising autoen- coders,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3dcaa5d-eeb0-48ac-a830-d7f8c9639337 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Generative modeling by estimating gradients of the data distribution,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6c6e3fc-53a2-4265-8b3a-73cacfe352b4 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Score-based generative modeling through stochastic differential equations,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e62547e6-42a2-48cd-bf2d-18de358f272f · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Speech enhancement and dereverberation with diffusion-based generative models,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db330aaa-0ff0-4b3b-b124-3dc3391f1a1d · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Solving inverse problems in medical imaging with score-based generative models,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b2c3c18-90f0-456f-924f-3d1b2eeee005 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Tweedie’s formula and selection bias,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28419408-5dd8-4caa-b65b-e91771f0b0c0 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Vincent, T
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1f444a2-72dc-4d33-b116-0ff0e2287849 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Nonnegative matrix factorization with the itakura-saito divergence: With application to music analysis,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88e4633c-241d-4c1d-826e-eb67a5dcfa4c · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Diffusion model based posterior sampling for noisy linear inverse problems,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 348150bd-6ab7-4eba-8cc4-65abda5c80f8 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Diffusion posterior sampling for general noisy inverse problems,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 803f51d3-1508-481f-8167-6e996c426a39 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement CSR-I (WSJ0) complete LDC93S6B,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd7e3209-06c4-496f-aa44-42e22c04ed0e · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement The voice bank corpus: Design, collection and data analysis of a large regional accent speech database,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe4d8429-0cf1-4eea-881d-70e6d3692bde · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement The QUT-NOISE-SRE protocol for the evaluation of noisy speaker recognition,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8589b014-cd9f-43b5-bbb3-5d82c617e1ab · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement The diverse environments multi- channel acoustic noise database (DEMAND): A database of multichannel environmental noise recordings,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 075b66f7-79ab-4396-8503-6a72eec231d7 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Objective measurement of active speech level,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 951fff6c-87a9-4907-a15f-12c04856cd1a · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Algorithms to measure audio pro- gramme loudness and true-peak audio level,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eccd053b-a2a5-4a37-8d77-b269cb16895c · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement SDR–half-baked or well done?,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22093f00-df50-4d20-b345-bc502ee47f8a · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement An algorithm for predicting the intelligibility of speech masked by modulated noise maskers,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78b34de6-cd4f-4344-808f-a67941941195 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Perceptual evaluation of speech quality (PESQ)-a new method for speech quality assess- ment of telephone networks and codecs,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b23c5985-f460-47a0-8158-81db09813da8 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement DNSMOS P. 835: A non-intrusive perceptual objective speech quality metric to evaluate noise suppressors,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31d5a461-73c6-4389-8a82-6a14ef078a8a · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement FiLM: Visual reasoning with a general conditioning layer,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32ba2505-f2de-455a-a58e-9ce1a77a3cbb · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Objective and subjective evaluation of speech enhancement methods in the udase task of the 7th chime challenge,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cf71137-459b-4206-9faa-0b66e020b862 · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Sudo rm-rf: Efficient networks for universal audio source separation,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45030ebc-d7e8-4426-b424-ca67ffac0dfb · outbound
Diffusion-based Frameworks for Unsupervised Speech Enhancement Masked spectrogram prediction for unsupervised domain adaptation in speech enhancement,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9107a07-13aa-4db5-aaa1-dd0767c09fdb · inbound
Audio-visual Contrastive Alignment for Diffusion-based Visual-conditioned Speech Enhancement Diffusion-based Frameworks for Unsupervised Speech Enhancement
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.