Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:58:52.074099Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2505.16798.
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 2026-08-07T14:58:52.074099Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:58:45.905186Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T14:58:52.250127Z
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 151921a1-b8f8-4001-b6fa-f7a90303ad54 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9a2ed040-752f-4d40-b350-6c79888915c3 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model SEED: Speaker Embedding Enhancement Diffusion Model
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 04127b2f-b406-40d6-ac06-ed2446999780 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model The concept, process, and model structure of our methodology are shown in Figure 1
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6f4f20cc-172b-45a7-a58e-3d9cf3324a78 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Model Configuration 4.1.1
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1227d4a9-9fe5-4d66-976b-10cef3131131 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e64afc75-38e5-4fc6-a1bb-b9055a0689e6 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model The SNR is randomly selected within 0–15 dB for background noise and 5–15 dB for music noise
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3ec9afe0-3297-412a-a29b-9beb3bb5a0b0 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model It seamlessly integrates with pre-trained speaker recognition models, enabling immediate deployment in speaker recognition systems for real-world applications
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation da568657-9617-4143-a994-ec5df7e95ede · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d72e78a9-c2d6-4ea1-a6cb-5cd54b2c7f2d · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Speaker recognition: A tutorial,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d102b145-19ae-4f7e-b870-853e4637a92f · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Disentangled representation learning for environment-agnostic speaker recognition,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f6d22af8-5ac4-4d69-8cfd-ff9c7b651959 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model V oxceleb: Large-scale speaker verification in the wild,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ec68968-257d-449e-8975-dc15a300effb · outbound
SEED: Speaker Embedding Enhancement Diffusion Model V oxCeleb2: Deep Speaker Recognition,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 035a61bb-677f-485b-b181-4e1aabe66861 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model MUSAN: A Music, Speech, and Noise Corpus
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd9817a7-3812-4657-a9a4-ebff16be2c82 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model A study on data augmentation of reverberant speech for robust speech recognition,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fe46f6b9-3a4e-4d1c-864f-46612e7e7f26 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Disentangled Representation Learning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 801211fa-3e30-4229-86e6-d42eec508bf5 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Disentangled representation learning for multilingual speaker recognition,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation eb6c17de-de7b-4952-8f15-3b23d94ab273 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Denoising diffusion probabilistic models,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d02a9561-8cd1-417e-a26c-ba60d0ac8b81 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Denoising diffusion implicit models,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b05ff368-253d-4aef-af28-18fee70d513b · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Hierarchical Text-Conditional Image Generation with CLIP Latents
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cb16d64-5515-43fb-a125-d90c3c073001 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model High-resolution image synthesis with latent diffusion models,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b812bce6-c714-4507-ae85-0f747448f5e4 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Audioldm: text-to-audio generation with latent diffusion models,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1dc2c5c6-8251-40f8-a5d5-31679d995d4f · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Suppression of acoustic noise in speech using spectral subtraction,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ff49cc2f-9c9c-4287-b407-38d664eb0b21 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Enhancement and bandwidth compression of noisy speech,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3a36315e-b815-40f5-a18f-ef660e979cff · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Speech enhancement using a minimum- mean square error short-time spectral amplitude estimator,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aa78f462-3243-4cc3-9f05-4809e9716f94 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Speech enhancement based on deep denoising autoencoder
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dab1bf09-8ebf-4729-b785-2c24aac1f534 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model A new framework for cnn-based speech enhancement in the time domain,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c9fb40ff-acca-45a0-968c-21c612d12d39 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Segan: Speech enhancement generative adversarial network,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 66eecd39-056d-44d9-8be0-dc1455e45e94 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model A variance modeling framework based on variational autoencoders for speech enhancement,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 47492a07-ef13-44bd-a9f4-612969f4d7b7 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Speech enhancement with score-based generative models in the complex stft domain,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9681be54-01c5-47e3-9e35-c5bc55a5bea7 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model How bad are artifacts?: Analyzing the impact of speech enhancement errors on asr,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1e6c2ecd-f66d-4e8d-a508-22df5c104a17 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Audio enhancing with dnn autoencoder for speaker recognition,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 612b79e4-ecd7-483d-9fa7-a085acc1b8e0 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Front-end speech enhancement for commercial speaker verification systems,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0651d02a-10e3-4958-a8df-4884fcd5a6a6 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Joint feature en- hancement and speaker recognition with multi-objective task-oriented network
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fd6d7747-ce5e-4617-a6b8-b295b86b56bd · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Analysis of i-vector length normalization in speaker recognition systems
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e8fabee0-5c3a-43e0-a32e-6f9657e23eca · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Selective deep speaker embedding enhancement for speaker verification,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fea8791a-0bc9-4831-9787-954beb2e94ae · outbound
SEED: Speaker Embedding Enhancement Diffusion Model The ins and outs of speaker recognition: lessons from V oxSRC 2020,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8b142e74-9560-4e32-b10f-2fee55f9690f · outbound
SEED: Speaker Embedding Enhancement Diffusion Model ECAPA-TDNN: Emphasized channel attention, propagation and aggregation in tdnn based speaker verification,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 05b5a33e-a1d5-494e-80c5-722a96c97fe4 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Wavlm: Large-scale self-supervised pre-training for full stack speech processing,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a82bb7b3-c26d-4b38-822a-447a612427f3 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Real time speech enhancement in the waveform domain,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 42cfc860-03f1-42d2-b54a-b0651eb34db1 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Return of unconditional generation: A self-supervised representation generation method,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ce991142-887d-4e76-8840-c46ae5ae888c · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Layer normalization,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 273afe02-a358-4985-820a-8ce972180f6e · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Sigmoid-weighted linear units for neural network function approximation in reinforcement learning,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24d10349-dede-41ce-816b-ab67ca9f3db7 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Libritts-r: A restored multi-speaker text-to-speech corpus,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f09a3121-0ca7-4cf6-bfc0-a7c3823b3871 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Libri-light: A benchmark for asr with limited or no supervision,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 093a90fa-6dd7-437e-8f24-4dddb3970260 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model The vox celeb speaker recognition challenge: A retrospective,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e08378df-50e7-4442-bf72-f056e211e06a · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Rethinking session variability: Leveraging session embeddings for session robustness in speaker verification,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6affdd73-9ef5-4055-bc98-1791fc3ea8c6 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Pytorch: An imperative style, high-performance deep learning library,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 675f3468-89cb-483c-ac96-5623ad9b6fbe · outbound
SEED: Speaker Embedding Enhancement Diffusion Model Decoupled weight decay regularization,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db11615d-6c87-4147-9b51-acdd46c55e53 · outbound
SEED: Speaker Embedding Enhancement Diffusion Model The 2018 nist speaker recognition evaluation,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9a2ed040-752f-4d40-b350-6c79888915c3 · inbound
SEED: Speaker Embedding Enhancement Diffusion Model SEED: Speaker Embedding Enhancement Diffusion Model
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.