Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:29:07.692711Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 1 inbound Pith citation observation for arXiv:2508.12230.
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 2026-08-15T17:29:07.692711Z
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 2026-06-26T17:37:25.043607Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T03:49:30.188068Z
71 of 71 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2583bfab-2432-48d1-9f0c-9d3adeb9286e · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Exploring large scale pre-trained models for robust machine anomalous sound detection,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24a2f040-f94e-41eb-bc2a-f820f95ac106 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Anopatch: Towards better consistency in machine anomalous sound detection,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 590e4de5-c777-43f7-a77e-322c1f5cc935 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Description and Discussion on DCASE2020 Challenge Task2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63618a70-8e8a-43a9-8da0-23e98df4bdfc · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Description and Discussion on DCASE 2021 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring under Domain Shifted Conditions
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation daf8488f-4353-4fd8-954b-b0c19b555138 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Description and Discussion on DCASE 2022 Challenge Task 2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Applying Domain Generalization Techniques
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae5edfee-7d7c-42ed-833d-6bcf58d027a2 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Description and Discussion on DCASE 2023 Challenge Task 2: First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24faf40e-d87e-4fe3-9942-eef240c3ba7c · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Description and Discussion on DCASE 2024 Challenge Task 2: First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f0e71be-0c93-45a7-bf5d-b0631f659513 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection A unifying review of deep and shallow anomaly detection,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4c52cdf-80e8-4a36-b37f-33f296ff35fe · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Anomalous sound detection based on interpolation deep neural network,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb4263e3-82ed-4ad4-b0c5-2d42fe9e7bec · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Flow- based self-supervised density estimation for anomalous sound detection,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 923817a6-bf60-4d92-ac1f-41424b581fc3 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Unsupervised anomalous sound detection using self- supervised classification and group masked autoencoder for density estimation,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0389dd2-f048-4990-a651-a7a86ed1e74f · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Unsupervised anomaly detection and localization of machine audio: A gan-based approach,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3097c7fb-6480-4b7f-b725-cf61775f5ff0 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Self- supervised representation learning for unsupervised anomalous sound detection under domain shift,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb65f0f5-718d-4a9d-97cc-e08ff8dfcf12 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 995b18a4-2d47-4976-ae2b-68ece4f38635 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection SUPERB: Speech processing Universal PERformance Benchmark
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 043cc9f3-8ab0-41c3-95ca-2112f182db98 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection BEATs: Audio pre-training with acoustic tokenizers,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84660058-43f4-4c49-9a60-297236e4c0f3 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Large-scale self-supervised speech representation learning for automatic speaker verification,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b1837bb-8a04-4605-a144-ffab9fbdc339 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Attention is all you need,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2b78ae1-21e3-40b6-a8e3-443c68979cf0 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Sub-cluster adacos: Learning representations for anomalous sound detection,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf5adef5-0617-490e-93aa-24e9474788e4 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Diffusion augmentation sub-center modeling for unsupervised anomalous sound detection with partially attribute-unavailable conditions,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7aba199b-bff7-43e7-b356-7a9bdeb22e38 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Adaptive prototype learning for anomalous sound detection with partially known attributes,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22f0fe55-78ca-4528-8ab0-332c69653e83 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Disentangling hierarchical features for anomalous sound detection under domain shift,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d84afced-e01e-41a1-b419-c10319fd3796 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Joint generative-contrastive representation learning for anomalous sound detection,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c77bff73-755a-4e62-beb6-0fec68dc6ffe · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Sw-wavenet: learning represen- tation from spectrogram and wavegram using wavenet for anomalous sound detection,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4abbe920-54f5-407d-9fc3-d97c0a9c77e5 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Anomalous sound de- tection using self-attention-based frequency pattern analysis of machine sounds,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a18d741-c2a2-4e33-bb77-e695413db075 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Efficient algorithms for mining outliers from large data sets,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d649177d-056e-406d-9f0e-9a53647833e0 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Lof: identifying density-based local outliers,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe235337-9d6a-4fac-9f77-0721fd43fce3 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Deep autoencoding gaussian mixture model for unsupervised anomaly detection,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c60043e0-e2fc-463d-bb12-953aa7299f35 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection wav2vec 2.0: A framework for self-supervised learning of speech representations,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2b34c29-9d64-4b5f-b84e-92db90c26761 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Hubert: Self-supervised speech representation learning by masked prediction of hidden units,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b96af966-1ae9-4e06-a213-a42cf3af17a2 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Unispeech: Unified speech representation learning with labeled and unlabeled data,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8482b24-8f69-4fc0-8742-0862cca6d9b9 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Wavlm: Large-scale self-supervised pre- training for full stack speech processing,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57654bdf-5062-4444-9bfd-d7127e75fc66 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection AST: Audio Spectrogram Trans- former,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6245541-fb47-4510-9082-2d06f367d5ca · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 709701f0-714b-4389-8aa7-d314a822cc51 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Imagebind: One embedding space to bind them all,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5633461f-9dbe-4273-8c0a-43855b68585e · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Self-supervised audio teacher-student transformer for both clip-level and frame-level tasks,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07a9346d-c2d2-4a23-8987-7b6918b937c0 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Emotion Recognition from Speech Using Wav2vec 2.0 Embeddings
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7eb24b15-dd8d-4afb-a605-f5e0cfcafd38 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Sparsely shared lora on whisper for child speech recognition,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96de8892-18ad-45a7-9f53-d58fe1e5c7a6 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Prefix-Tuning: Optimizing Continuous Prompts for Generation
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 230c6289-10b6-4d58-8cd3-04ab2f082718 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Efficient adapter transfer of self- supervised speech models for automatic speech recognition,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ab6f231-1a2b-489e-8746-a24cd0a5138f · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Librispeech: an asr corpus based on public domain audio books,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e9b6435-fdda-4759-8b75-0826788451cd · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Audio set: An ontology and human- labeled dataset for audio events,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db2ae0d5-0428-4ca6-a69c-49aa9acf0cd1 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Attentive Statistics Pooling for Deep Speaker Embedding
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b4674ad-e146-4642-b820-44d069e6c61a · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection LoRA: Low-Rank Adaptation of Large Language Models
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54d2b093-ce74-4e83-a504-93d0c3cf1ec6 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Robust anomaly sound detection framework for machine condition monitoring,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b6e2468-798d-4d43-a926-88787a608997 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Arcface: Additive angular margin loss for deep face recognition,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d81d3bbe-16fd-46fe-816c-a2afe504b993 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Large margin softmax loss for speaker verification,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b265083a-88d1-4d99-9653-5be96eee53ad · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Why do angular margin losses work well for semi-supervised anomalous sound detection?
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f07e1d24-d889-4255-9523-a0151a5ef706 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Toyadmos: A dataset of miniature-machine operating sounds for anomalous sound detection,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b10770a-d643-4ece-8b04-dab4ed25440a · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection ToyADMOS2: Another dataset of miniature-machine operating sounds for anomalous sound detection under domain shift conditions
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 952fa822-c9d1-4ee6-b876-2a342b90c44a · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection MIMII Dataset: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cd02071-a519-4581-9e97-cb3e180980d8 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection MIMII DG: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection for Domain Generalization Task
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59f51c75-90af-4ba6-9b5f-a9a486078662 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Imad-ds: A dataset for industrial multi-sensor anomaly detection under domain shift conditions,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39b5dc21-4681-4402-a80b-e964109fe5bd · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Mobilefacenets: Efficient cnns for accurate real-time face verification on mobile devices,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58491898-c455-475f-8a22-1c8e643c467f · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Ensemble of complemen- tary anomaly detectors under domain shifted conditions,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7799173e-f18a-47a1-a721-77138087f753 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection First- shot anomaly sound detection for machine condition monitoring: A do- main generalization baseline,
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3d250d0-0b3d-4223-b724-39b0c66c2f73 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Specaugment: A simple data augmentation method for automatic speech recognition,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3bcac35-010c-413f-b864-8d328e19c33e · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Anomalous sound detection using cnn-based features by self supervised learning,
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0517ded9-3dc0-4632-9ee9-b43c8fd4fda0 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Ced: Consistent ensemble distillation for audio tagging,
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0eaa8651-0196-42e0-a593-6924472d3a41 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Large-scale contrastive language-audio pretraining with feature fusion and keyword-to-caption augmentation,
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01852839-fff2-4b92-be06-5aca0a6f8561 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Anomalous sound detection using spectral-temporal information fusion,
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba9fe2d5-3e0f-486d-b8c2-8cb67021d06c · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection An effective anomalous sound detection method based on represen- tation learning with simulated anomalies,
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e152eefd-ab54-40ba-8667-240986084af0 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Time- weighted frequency domain audio representation with gmm estimator for anomalous sound detection,
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3606762b-caf2-45c0-9366-b7ac0b73d6fc · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Anomalous sound detection based on self-supervised learning,
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52078aca-ac7f-4ecc-b4c7-92f1886613af · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Self-Supervised Learning for Anomalous Sound Detection
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3608259-8475-482d-8234-aa0e8c7cac90 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Stream-based active learning for anomalous sound detection in machine condition monitoring,
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1842064-af88-46b8-a5b2-0b1a7d11e03e · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection A dual-path frame- work with frequency-and-time excited network for anomalous sound detection,
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7326557b-7d8c-4182-a510-8fe20ffe6935 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Aithu system for first-shot unsupervised anomalous sound detection,
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78cc8826-6df9-41f3-8753-56a1eae2a4e4 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Thuee system for first-shot unsupervised anomalous sound detection,
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4eca228-3356-4df1-8584-882900056c9f · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Enhanced unsupervised anomalous sound detection using conditional autoencoder for machine condition monitoring,
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2867e482-aced-4b14-814b-ddd539f19333 · outbound
Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection Smote: synthetic minority over-sampling technique,
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bebbe597-9094-4e7f-b6f9-7161030495da · inbound
Light-weight Pronunciation Assessment via Discrete Speech Token Surprisal Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection
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.