Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T20:16:26.731092Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2607.16688.
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 2026-08-01T20:16:26.731092Z
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 2026-08-01T20:16:22.578854Z
A source-named dated measurement, never combined with another source.
Source: cited_works
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 6530b898-6d16-4eb3-8309-12a06e4b38d5 · outbound
NABEATs: Noise-Aware Audio Representation Learning These models learn general- purpose representations from large amounts of unlabeled audio data, enabling transfer to various downstream tasks
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0be39ce1-3592-4cd6-bb39-5d910c632907 · outbound
NABEATs: Noise-Aware Audio Representation Learning NABEATs: Noise-Aware Audio Representation Learning
Reference 2
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Observation 935c3b38-bfd9-4cb7-a0ff-726ebf2e96a9 · outbound
NABEATs: Noise-Aware Audio Representation Learning First, in Section 4, we evalu- ate performance on various downstream tasks under simulated noisy conditions using a custom-designed setup
Reference 3
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Observation 6ff14538-4508-4f18-b871-9b4f82f654c2 · outbound
NABEATs: Noise-Aware Audio Representation Learning Setups We conducted evaluation on various downstream tasks according to [5, 6]
Reference 4
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Observation b28dcd8d-f6b9-4816-a677-ddaee13bce0a · outbound
NABEATs: Noise-Aware Audio Representation Learning This dataset contains 15 machine types, each with 1000 normal training samples and 200 test samples including normal and anomalous samples
Reference 5
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Observation 82b812f4-eb97-4733-b8ee-3c5bbdd16e91 · outbound
NABEATs: Noise-Aware Audio Representation Learning Unresolved cited work
Reference 6
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Observation 89f60ad8-4659-458a-9554-95c7237c7e37 · outbound
NABEATs: Noise-Aware Audio Representation Learning HuBERT: Self-supervised speech representation learning by masked prediction of hidden units,
Reference 7
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Unavailable: canonical work link unavailable.
Observation 638d1d3a-18dd-4ddf-bb2e-8b69b9e00cc7 · outbound
NABEATs: Noise-Aware Audio Representation Learning Wav2vec 2.0: A framework for self-supervised learning of speech representations,
Reference 8
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Observation 0906312f-f869-4462-b093-95513daf5724 · outbound
NABEATs: Noise-Aware Audio Representation Learning SUPERB: Speech Processing Universal PERfor- mance Benchmark,
Reference 9
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Observation f811b048-91f5-4d2e-af30-7a19d854438c · outbound
NABEATs: Noise-Aware Audio Representation Learning BEATs: Audio pre-training with acoustic tokeniz- ers,
Reference 10
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Observation 638e6ad8-3499-4060-8411-3b0032341e3b · outbound
NABEATs: Noise-Aware Audio Representation Learning BYOL for Audio: Exploring pre-trained general-purpose audio representations,
Reference 11
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Observation da92d352-f22c-4973-bb0c-54875c2242c6 · outbound
NABEATs: Noise-Aware Audio Representation Learning Masked Modeling Duo: Towards a universal audio pre-training framework,
Reference 12
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Observation 22e87656-fd49-488c-94ac-c72cafbdf840 · outbound
NABEATs: Noise-Aware Audio Representation Learning SSAST: Self- supervised audio spectrogram transformer,
Reference 13
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Unavailable: canonical work link unavailable.
Observation 473254e8-748f-48c4-9400-fd0a1207a7bf · outbound
NABEATs: Noise-Aware Audio Representation Learning Single channel target speaker extraction and recognition with speaker beam,
Reference 14
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Unavailable: canonical work link unavailable.
Observation 4fc543ee-ac86-43d4-b6e5-01db2bdc1141 · outbound
NABEATs: Noise-Aware Audio Representation Learning Separate anything you describe,
Reference 15
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Unavailable: canonical work link unavailable.
Observation fd9c3248-6acb-40dd-a147-738377383531 · outbound
NABEATs: Noise-Aware Audio Representation Learning Self-guided target sound extraction and classification through universal sound separa- tion model and multiple clues,
Reference 16
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Unavailable: canonical work link unavailable.
Observation 8414f13f-3882-4e25-8a77-433bc5fe6ba9 · outbound
NABEATs: Noise-Aware Audio Representation Learning WavLM: Large-scale self-supervised pre-training for full stack speech processing,
Reference 17
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Unavailable: canonical work link unavailable.
Observation 92625cb3-882b-4a0e-a80a-2f20c4e77eeb · outbound
NABEATs: Noise-Aware Audio Representation Learning Cocktail HuBERT: Generalized self-supervised pre-training for mixture and single-source speech,
Reference 18
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Unavailable: canonical work link unavailable.
Observation 53564007-da13-4ab1-814c-9d56e5c799e3 · outbound
NABEATs: Noise-Aware Audio Representation Learning An adapter based multi-label pre-training for speech separation and enhancement,
Reference 19
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Unavailable: canonical work link unavailable.
Observation 7962de11-ffca-4182-b497-e79338a576bc · outbound
NABEATs: Noise-Aware Audio Representation Learning Weakly-Supervised Speech Pre-training: A Case Study on Target Speech Recognition,
Reference 20
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Unavailable: canonical work link unavailable.
Observation 2f35ad3e-bcd4-46a0-a7ec-64e198324d65 · outbound
NABEATs: Noise-Aware Audio Representation Learning Adapting self- supervised models to multi-talker speech recognition using speaker embeddings,
Reference 21
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Unavailable: canonical work link unavailable.
Observation 4df20d3f-a0f0-48ad-8c2b-78536824ab73 · outbound
NABEATs: Noise-Aware Audio Representation Learning SA-WavLM: Speaker-aware self-supervised pre-training for mixture speech,
Reference 22
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Unavailable: canonical work link unavailable.
Observation a9f753d3-9d21-4688-925a-e088aaf2a005 · outbound
NABEATs: Noise-Aware Audio Representation Learning Suppression of acoustic noise in speech using spectral sub- traction,
Reference 23
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Unavailable: canonical work link unavailable.
Observation 7e04660b-3adc-45f5-990e-a09835d02177 · outbound
NABEATs: Noise-Aware Audio Representation Learning Whisper-Flamingo: Integrating visual features into whisper for audio-visual speech recognition and translation,
Reference 24
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Unavailable: canonical work link unavailable.
Observation e2a33b81-bfb2-409a-a0fc-cca8e6075463 · outbound
NABEATs: Noise-Aware Audio Representation Learning Attention is all you need,
Reference 25
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Observation 684dcb22-48ef-423c-a989-b35b2e66a150 · outbound
NABEATs: Noise-Aware Audio Representation Learning Root mean square layer normalization,
Reference 26
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Observation 797b2a49-c0ec-47c6-bd61-0a5981b9d04e · outbound
NABEATs: Noise-Aware Audio Representation Learning GLU Variants Improve Transformer
Reference 27
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Observation 35ccb02a-3cf8-4364-abbf-84a5c89773c0 · outbound
NABEATs: Noise-Aware Audio Representation Learning FiLM: Visual reasoning with a general conditioning layer,
Reference 28
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Unavailable: canonical work link unavailable.
Observation 99506ee8-102e-4ffa-8675-89454e635e5c · outbound
NABEATs: Noise-Aware Audio Representation Learning SUNAC: Source-aware unified neural audio codec,
Reference 29
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Unavailable: canonical work link unavailable.
Observation 386133aa-953b-4ece-a09d-1981d7a2c07d · outbound
NABEATs: Noise-Aware Audio Representation Learning Description and discussion on DCASE 2025 chal- lenge task 2: First-shot unsupervised anomalous sound detection for machine condition monitoring,
Reference 30
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Unavailable: canonical work link unavailable.
Observation 175b8a7d-c736-476b-95f7-69d1e95dd3e4 · outbound
NABEATs: Noise-Aware Audio Representation Learning FSD50K: An open dataset of human-labeled sound events,
Reference 31
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Unavailable: canonical work link unavailable.
Observation ec52901c-1614-4503-a369-aa8de0670231 · outbound
NABEATs: Noise-Aware Audio Representation Learning Audio set: An ontology and human-labeled dataset for audio events,
Reference 32
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Unavailable: canonical work link unavailable.
Observation e1aaecc4-d15c-4373-a38a-64062a8cc677 · outbound
NABEATs: Noise-Aware Audio Representation Learning WHAM!: Extending speech separation to noisy environments,
Reference 33
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Unavailable: canonical work link unavailable.
Observation e21b7d3c-55fa-47ff-bfff-e29ab653bb26 · outbound
NABEATs: Noise-Aware Audio Representation Learning The Diverse Environments Multi-channel Acoustic Noise Database (DEMAND): A database of multichannel environmental noise recordings,
Reference 34
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Unavailable: canonical work link unavailable.
Observation f870dc26-7d5a-4684-a5da-f6d3c471408b · outbound
NABEATs: Noise-Aware Audio Representation Learning The QUT-NOISE- TIMIT corpus for the evaluation of voice activity detection algo- rithms,
Reference 35
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Unavailable: canonical work link unavailable.
Observation b0578b45-398a-485e-a73e-bcb5fa888252 · outbound
NABEATs: Noise-Aware Audio Representation Learning A dataset and taxonomy for urban sound research,
Reference 36
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Unavailable: canonical work link unavailable.
Observation 0a4f97c0-848f-4068-a454-19adfcabb356 · outbound
NABEATs: Noise-Aware Audio Representation Learning Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition
Reference 37
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Unavailable: canonical work link unavailable.
Observation 454d5976-327d-4713-82e7-2ba7b7b8071d · outbound
NABEATs: Noise-Aware Audio Representation Learning CREMA-D: Crowd-sourced emotional multimodal actors dataset,
Reference 38
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Observation cfa18884-04fb-4f4f-91f2-69e659f4a039 · outbound
NABEATs: Noise-Aware Audio Representation Learning Neural audio synthesis of musical notes with wavenet autoencoders,
Reference 39
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Unavailable: canonical work link unavailable.
Observation 48c4ffd4-02e1-4edc-93bf-abdd3859a882 · outbound
NABEATs: Noise-Aware Audio Representation Learning One billion audio sounds from GPU-enabled modular synthesis,
Reference 40
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Observation 899ef544-ad3e-4808-a9cf-5acbcef71c54 · outbound
NABEATs: Noise-Aware Audio Representation Learning The third ‘CHiME’ speech separation and recognition challenge: Dataset, task and baselines,
Reference 41
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Observation 05c7c3ae-09a6-4438-a388-6ed18b0797c4 · outbound
Reference 42
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Unavailable: canonical work link unavailable.
Observation 4b7417d5-3387-4413-9e4a-422959c8060f · outbound
NABEATs: Noise-Aware Audio Representation Learning Visualizing data using t-SNE,
Reference 43
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Unavailable: canonical work link unavailable.
Observation ba6fbb41-9b97-4510-bb77-edb849c13772 · outbound
NABEATs: Noise-Aware Audio Representation Learning ToyADMOS2: Another dataset of miniature-machine operat- ing sounds for anomalous sound detection under domain shift condi- tions,
Reference 44
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Unavailable: canonical work link unavailable.
Observation f3bdad16-a684-4fa9-8c01-cd33190ecc08 · outbound
NABEATs: Noise-Aware Audio Representation Learning MIMII DG: Sound dataset for mal- functioning industrial machine investigation and inspection for do- main generalization task,
Reference 45
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Unavailable: canonical work link unavailable.
Observation 0d60689f-516b-4cef-a353-442ff695107a · outbound
NABEATs: Noise-Aware Audio Representation Learning Toy- ADMOS2025: The evaluation dataset for the DCASE2025T2 first- shot unsupervised anomalous sound detection for machine condition monitoring,
Reference 46
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Unavailable: canonical work link unavailable.
Observation a47bee83-edb3-4d6d-9150-a47a0726d828 · outbound
NABEATs: Noise-Aware Audio Representation Learning Deep generic representations for domain-generalized anomalous sound detection,
Reference 47
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Observation b78dd777-191f-4350-a701-6aac6c0cd90b · outbound
NABEATs: Noise-Aware Audio Representation Learning SMOTE: Synthetic minority over-sampling technique,
Reference 48
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Unavailable: canonical work link unavailable.
Observation b5a773c7-0c7e-4d69-a048-c8bd5fb4e574 · outbound
NABEATs: Noise-Aware Audio Representation Learning ASDKit: A toolkit for comprehensive evaluation of anomalous sound detection methods,
Reference 49
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Observation 5682ae64-41a5-446d-bc9a-2bad735475e1 · outbound
NABEATs: Noise-Aware Audio Representation Learning Adaptive prototype learning for anomalous sound detection with partially known attributes,
Reference 50
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Observation 0be39ce1-3592-4cd6-bb39-5d910c632907 · inbound
NABEATs: Noise-Aware Audio Representation Learning NABEATs: Noise-Aware Audio Representation Learning
Reference 2
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