Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:59:56.303718Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 1 inbound Pith citation observation for arXiv:2506.12260.
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 2026-08-07T00:59:56.303718Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T21:34:07.924156Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T21:34:11.220887Z
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b28c77b7-c622-455f-8923-0c0497d98042 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf9aca71-7c68-471f-8309-c9ab7386e0d9 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment SDR–half- baked or well done?
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 21a0fe25-e3cb-480e-8759-75a7212852d2 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment How bad are artifacts?: Analyzing the impact of speech enhancement errors on asr,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 462bd6d8-9579-48ab-8a2b-b97a2c17bb4b · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Bridging the gap between monaural speech enhancement and recognition with distortion-independent acous- tic modeling,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 18d0c539-84f8-47f7-a0f3-de04eb4b5ebe · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Advancing non-intrusive suppression on enhancement distortion for noise robust asr,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2c90d128-7dfd-4885-bdaa-c7e8af5ba188 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Fat-hubert: Front-end adaptive training of hidden-unit bert for distortion-invariant robust speech recognition,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation aa56e567-42db-46b9-8ad8-67614693cccb · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Closing the gap between time-domain multi-channel speech enhancement on real and simulation conditions,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 799acbfa-1e7f-4781-8821-d5544ec02d31 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Less is More: Data Curation Matters in Scaling Speech Enhancement
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96a43799-7db9-4a3f-874e-205fe6af9ebb · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Lightweight Front-end Enhancement for Robust ASR via Frame Resampling and Sub-Band Pruning,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 71ce7602-6300-4836-a3d3-a682f31ac579 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment A review on subjective and objective evaluation of synthetic speech,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9b077439-c7e1-4fdf-9589-6e8474f368cc · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Objective measures of perceptual audio quality reviewed: An evaluation of their application domain dependence,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3e5aa4c9-92f2-4de0-b13b-3d3faf4c71ad · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Versa: A versatile evaluation toolkit for speech, audio, and music,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5d88ab18-9866-414a-93e4-188c6102559e · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Lessons Learned from the URGENT 2024 Speech Enhancement Challenge
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9fda4650-5519-426c-ad6a-23f20fcf6493 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80f9f217-b210-4834-896a-ec540a5dcbd5 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment DNSMOS P.835: A non-intrusive perceptual objective speech quality metric to evaluate noise suppressors,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 27c49265-0fba-42b5-bd78-2e6f52b627d0 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment UTMOS: UTokyo-SaruLab system for V oiceMOS chal- lenge 2022,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 97c161ad-e9fe-4bc3-9e0e-38510567681c · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment The t05 system for the voicemos challenge 2024: Transfer learning from deep image classifier to naturalness mos prediction of high-quality synthetic speech,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 526ae2a3-fbfd-4f51-bcc8-6f7dc5585c70 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment The voicemos challenge 2022,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 73aad329-0b7a-4d60-9102-eb326a1451c0 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment The voicemos challenge 2023: Zero-shot subjective speech quality prediction for multiple domains,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b1911d94-4095-45af-a45c-c3fd70cc2894 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment The voicemos challenge 2024: Beyond speech quality prediction,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 828a28ec-a6a1-4453-be17-03e14ef6c3ef · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment URGENT-PK: Perceptually-Aligned Ranking Model Designed for Speech Enhancement Competition
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1610e23b-d9f4-4649-8891-e3c20ab1fbde · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment ICASSP 2024 speech signal improvement challenge,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 64a7a598-988f-45c9-8b04-891bd755a587 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Uni-VERSA: Versatile Speech Assessment with a Unified Network
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c6de50a5-1516-4526-a048-fd359071ccdd · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Perceptual evaluation of speech quality (PESQ)—a new method for speech quality assessment of telephone networks and codecs,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 717af5b2-ce14-497d-a98e-e3e55a746213 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Perceptual objective listening quality assess- ment (POLQA), the third generation ITU-T standard for end-to-end speech quality measurement part I–—temporal alignment,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 286b5014-978a-4f2d-a3a5-d389b67e1ec7 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment URGENT challenge: Universality, robustness, and generalizability for speech en- hancement,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b3bbf6c2-0e84-4dc6-8791-bbab95095f28 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Inter- speech 2025 URGENT speech enhancement challenge,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 13f11994-095c-42dd-ac5b-d32284d9a7c2 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Performance measurement in blind audio source separation,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 78437f9c-7a8c-442d-8745-7c857bbeb1ab · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Distillation and pruning for scalable self- supervised representation-based speech quality assessment,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation daf7cdf0-5a0b-4cd1-a709-c00337bfc8d7 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment NISQA: A deep CNN- self-attention model for multidimensional speech quality prediction with crowdsourced datasets,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 963dbb25-bd7e-4808-9049-20944ecea082 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment SCOREQ: Speech quality assessment with contrastive regression,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0faae484-a6a3-4fa9-b9cf-a0852255993b · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Owsm v3. 1: Better and faster open whisper-style speech models based on e-branchformer,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 39fe393c-1152-4e33-bc00-37f251892288 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment An algorithm for predicting the intelligibility of speech masked by modulated noise maskers,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7be65e64-7583-49de-98a1-d3ab0c68ef69 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment SpeechBERTScore: Reference-aware automatic evaluation of speech generation leveraging NLP evaluation metrics,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5acf0661-06e7-448f-80d5-79851f3403fe · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Hubert: Self-supervised speech representation learning by masked prediction of hidden units,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4abb97a3-c6e6-43af-b5f2-a7c70b786a03 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Evaluation metrics for generative speech enhancement methods: Issues and perspectives,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ba36eb9c-7f0d-4ea1-bdc6-2d178ed17c46 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Espnet-spk: full pipeline speaker embedding toolkit with reproducible recipes, self- supervised front-ends, and off-the-shelf models,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 825bc888-e9c2-43d5-bc37-41bf4fb89d03 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Mel-cepstral distance measure for objective speech qual- ity assessment,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f53e7362-7fc5-4143-8137-8d17d957a590 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Lessons learned from the URGENT 2024 speech enhancement chal- lenge,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f8d7e008-305d-4c47-a548-798d160bd59d · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Distance measures for speech processing,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7b40b310-2311-414f-955d-0e1c5e80c18d · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment SHEET: A Multi-purpose Open-source Speech Human Evaluation Estimation Toolkit
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3013255a-d3d3-4827-bc4f-2c9f25c1cac1 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment The chime-7 udase task: Unsupervised domain adaptation for conversational speech enhancement,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fba4b467-5ee4-4b4f-8a1b-3e52edcded0e · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Generalization ability of mos prediction networks,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dcf98de6-a306-46dd-a800-20bd7f478278 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment The blizzard challenge 2019,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6cc6fd5e-383a-4eef-a2d3-8f238e7618a1 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Mos-bench: Benchmarking generalization abilities of subjective speech quality assessment models,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57d83909-e1ff-4e8e-9e5e-0ce9d9f0bbdd · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment The INTERSPEECH 2020 deep noise suppression challenge: Datasets, subjective testing framework, and challenge results,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 26c706da-74de-42f9-9042-ce318aa2c9fb · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment An analysis of environment, microphone and data simulation mismatches in robust speech recognition,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7dd16f2b-a7b8-4757-87ff-b1e5e21a8ad7 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment ESPnet: End-to-End Speech Processing Toolkit
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b99c0718-0b12-4817-8cb4-94b26172514d · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Wavlm: Large-scale self-supervised pre- training for full stack speech processing,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 336466e3-0897-4f1e-822f-4945ea164596 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment SUPERB: Speech Processing Universal PERformance Benchmark,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a8b846c-7665-4d28-965c-27e0a789b056 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Music source separation with band-split rnn,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6fdeea55-fb72-4c5b-b4ea-702eb9a77ec6 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Towards deep learning models resistant to adversarial attacks,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e6c78d8-7051-49ec-9026-26acd3bf90bd · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment Adversarial attacks on automatic speech recognition (asr): A survey,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0ec3ff65-a3be-4a88-863f-a0c4a7c59ef8 · outbound
Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment MOS-Bench: Benchmarking Generalization Abilities of Subjective Speech Quality Assessment Models
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fbac6c8-1f69-4e11-b181-9c5c61e0a827 · inbound
Less is More: Data Curation Matters in Scaling Speech Enhancement Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.