Paper Citation Record · LEDGER

Improving Audio Event Recognition with Consistency Regularization

As of 21 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2509.10391.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2509.10391 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T17:54:58.313374Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T17:54:55.658293Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5fab59f5-cb00-403f-8630-707cb6cc7490 · outbound

This paper cites Many se- tups, including supervised and self-supervised audio representation learning, have shown significant results on AER datasets.

Improving Audio Event Recognition with Consistency Regularization Many se- tups, including supervised and self-supervised audio representation learning, have shown significant results on AER datasets

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:55.572272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41cbc572-9de4-4bf3-9aa5-b599c347ad15 · outbound

This paper cites Improving Audio Event Recognition with Consistency Regularization.

Improving Audio Event Recognition with Consistency Regularization Improving Audio Event Recognition with Consistency Regularization

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:55.658293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df7df6db-3906-4f02-bdfb-7828e8505070 · outbound

This paper cites pseudo-label.

Improving Audio Event Recognition with Consistency Regularization pseudo-label

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:55.731836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cb17ecf-091a-4572-ab33-a769680aab6e · outbound

This paper cites Experimental Setup AudioSet:AudioSet [33] is a multi-label audio dataset with 2 mil- lion audio clips of length 10 seconds, totalling to 5,800 hours.

Improving Audio Event Recognition with Consistency Regularization Experimental Setup AudioSet:AudioSet [33] is a multi-label audio dataset with 2 mil- lion audio clips of length 10 seconds, totalling to 5,800 hours

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:55.799201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 775da48e-e088-4064-9bfa-c7e0e679a1b9 · outbound

This paper cites Additionally, we apply consistency regularization to a semi-supervised setting.

Improving Audio Event Recognition with Consistency Regularization Additionally, we apply consistency regularization to a semi-supervised setting

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:55.873977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c13b5ea-4cf9-45d2-b0b2-ff7a588d3a70 · outbound

This paper cites Cr-ctc: Consistency regularization on ctc for improved speech recognition,.

Improving Audio Event Recognition with Consistency Regularization Cr-ctc: Consistency regularization on ctc for improved speech recognition,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:55.913886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c72077b-f085-4b3e-aeac-18747d273cfe · outbound

This paper cites Spatial Audio Processing with Large Language Model on Wearable Devices.

Improving Audio Event Recognition with Consistency Regularization Spatial Audio Processing with Large Language Model on Wearable Devices

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:55.978834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84465527-f406-42cc-8385-921fe031e341 · outbound

This paper cites Audio-based event recognition system for smart homes,.

Improving Audio Event Recognition with Consistency Regularization Audio-based event recognition system for smart homes,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.038170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d9b7153-dbed-428f-86fe-3a59e9d21402 · outbound

This paper cites homesound: Real-time audio event detection based on high performance computing for behaviour and surveillance remote monitoring,.

Improving Audio Event Recognition with Consistency Regularization homesound: Real-time audio event detection based on high performance computing for behaviour and surveillance remote monitoring,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.127391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61af8ba0-259c-4757-8bcf-c416105a1793 · outbound

This paper cites Audio-assisted smart home security monitor- ing with few samples,.

Improving Audio Event Recognition with Consistency Regularization Audio-assisted smart home security monitor- ing with few samples,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.202835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd575010-e277-4372-a837-9c637068adf0 · outbound

This paper cites Smart home security through real-time audio event detection systems using convo- lutional neural network (cnn),.

Improving Audio Event Recognition with Consistency Regularization Smart home security through real-time audio event detection systems using convo- lutional neural network (cnn),

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.237233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8932d10-baf1-4465-82ba-1cda6eb16532 · outbound

This paper cites Real-time sound event classification for human activity of daily living using deep neural network,.

Improving Audio Event Recognition with Consistency Regularization Real-time sound event classification for human activity of daily living using deep neural network,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.300609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64ebe1bb-7f89-4ea6-8cd6-657ab172bf9e · outbound

This paper cites Occupant behavior monitoring and emergency event detection in single-person households using deep learning-based sound recognition,.

Improving Audio Event Recognition with Consistency Regularization Occupant behavior monitoring and emergency event detection in single-person households using deep learning-based sound recognition,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.379270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1378a346-3243-4f3d-a2b7-04a48250434e · outbound

This paper cites Cnn architectures for large-scale audio clas- sification,.

Improving Audio Event Recognition with Consistency Regularization Cnn architectures for large-scale audio clas- sification,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.520887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41102d5d-64fa-41cf-a591-8a6fc4740735 · outbound

This paper cites Panns: Large-scale pretrained audio neural net- works for audio pattern recognition,.

Improving Audio Event Recognition with Consistency Regularization Panns: Large-scale pretrained audio neural net- works for audio pattern recognition,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.595990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79b91458-5449-44f5-b5c9-3ccc0a77a1e2 · outbound

This paper cites Contrastive audio-visual masked autoencoder,.

Improving Audio Event Recognition with Consistency Regularization Contrastive audio-visual masked autoencoder,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.634845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b29ba5f3-9719-4979-8d5c-7c683345e8d0 · outbound

This paper cites Masked autoencoders that listen,.

Improving Audio Event Recognition with Consistency Regularization Masked autoencoders that listen,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.706804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1685133c-6c83-4731-bd50-adfb2e3439a5 · outbound

This paper cites Clap learning audio concepts from natural language supervision,.

Improving Audio Event Recognition with Consistency Regularization Clap learning audio concepts from natural language supervision,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.779425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 746e463a-996a-4d3f-92df-312166d3562e · outbound

This paper cites Ast: audio spectrogram transformer,.

Improving Audio Event Recognition with Consistency Regularization Ast: audio spectrogram transformer,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.945663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0c86cee-3235-40d1-a4f9-d7d346f5ebc2 · outbound

This paper cites EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning.

Improving Audio Event Recognition with Consistency Regularization EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:56.999046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bac6bdd2-ca36-427f-a2f2-b3064ac08d97 · outbound

This paper cites Listen, Think, and Understand.

Improving Audio Event Recognition with Consistency Regularization Listen, Think, and Understand

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.049705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaef49ed-b065-46dc-bb5a-1772b68ba670 · outbound

This paper cites GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities.

Improving Audio Event Recognition with Consistency Regularization GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.124210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15ae1774-7b0f-4977-9df4-8ac50f2cc36c · outbound

This paper cites A simple framework for contrastive learning of visual representations,.

Improving Audio Event Recognition with Consistency Regularization A simple framework for contrastive learning of visual representations,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.197440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e34d7145-6e28-455f-8c31-199fcb2ffb43 · outbound

This paper cites Bootstrap your own latent-a new approach to self-supervised learning,.

Improving Audio Event Recognition with Consistency Regularization Bootstrap your own latent-a new approach to self-supervised learning,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.234879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b36e53a4-e120-4453-bf76-8e56fb5c5cd3 · outbound

This paper cites Momentum contrast for unsupervised visual repre- sentation learning,.

Improving Audio Event Recognition with Consistency Regularization Momentum contrast for unsupervised visual repre- sentation learning,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.303026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b82042f3-51f5-431d-9aa3-ded83a0f0004 · outbound

This paper cites Exploring simple siamese rep- resentation learning,.

Improving Audio Event Recognition with Consistency Regularization Exploring simple siamese rep- resentation learning,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.376908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c1bfa2c-31ff-476b-8b82-2abaddfa1008 · outbound

This paper cites R-drop: Regularized dropout for neural networks,.

Improving Audio Event Recognition with Consistency Regularization R-drop: Regularized dropout for neural networks,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.395393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8e1e356-eed7-4b77-9273-4974853e7509 · outbound

This paper cites Co-training 2l submodels for visual recognition,.

Improving Audio Event Recognition with Consistency Regularization Co-training 2l submodels for visual recognition,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.452260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eed9c7e-bce0-4f0b-a2b9-c5c5ae3783f2 · outbound

This paper cites Deep convolutional neural net- works and data augmentation for environmental sound classi- fication,.

Improving Audio Event Recognition with Consistency Regularization Deep convolutional neural net- works and data augmentation for environmental sound classi- fication,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.490188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66daf5af-67e0-466f-9886-2e2b8fdd52fe · outbound

This paper cites Random erasing data augmentation,.

Improving Audio Event Recognition with Consistency Regularization Random erasing data augmentation,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.567030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c0c0a2b-2802-4aab-8af6-6b57bcd4d1b9 · outbound

This paper cites V ocal tract length perturbation (vtlp) improves speech recognition,.

Improving Audio Event Recognition with Consistency Regularization V ocal tract length perturbation (vtlp) improves speech recognition,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.637876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36559119-e772-4285-a058-2c22718db8ce · outbound

This paper cites Audio aug- mentation for speech recognition,.

Improving Audio Event Recognition with Consistency Regularization Audio aug- mentation for speech recognition,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.707699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d452d497-5849-48dd-acb7-15891240bf6e · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

Improving Audio Event Recognition with Consistency Regularization mixup: Beyond Empirical Risk Minimization

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.774269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10c7888f-8269-40c4-bc91-54f388d1bc81 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Improving Audio Event Recognition with Consistency Regularization BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.852370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed96774f-5476-4466-be92-594222c1916c · outbound

This paper cites Masked autoencoders are scalable vision learners,.

Improving Audio Event Recognition with Consistency Regularization Masked autoencoders are scalable vision learners,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.894992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16ca6a12-9148-4908-93e8-76e934bee121 · outbound

This paper cites Hubert: Self-supervised speech representation learning by masked prediction of hidden units,.

Improving Audio Event Recognition with Consistency Regularization Hubert: Self-supervised speech representation learning by masked prediction of hidden units,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:57.990296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96e63ba2-f83e-4b94-829d-12f1f14f5314 · outbound

This paper cites Specaugment: A simple data augmentation method for automatic speech recognition,.

Improving Audio Event Recognition with Consistency Regularization Specaugment: A simple data augmentation method for automatic speech recognition,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:58.039016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 962a4e47-9ec5-4509-97bc-1f7571441f72 · outbound

This paper cites Audio set: An ontology and human- labeled dataset for audio events,.

Improving Audio Event Recognition with Consistency Regularization Audio set: An ontology and human- labeled dataset for audio events,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:58.087215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0caf519-07e0-4992-901a-91802b48bf1d · outbound

This paper cites Ss- lam: Enhancing self-supervised models with audio mixtures for polyphonic soundscapes,.

Improving Audio Event Recognition with Consistency Regularization Ss- lam: Enhancing self-supervised models with audio mixtures for polyphonic soundscapes,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:58.199273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c86ccf6-0e39-439b-b93f-a9feb8e60acb · outbound

This paper cites Salmonn: Towards generic hearing abilities for large language models.,.

Improving Audio Event Recognition with Consistency Regularization Salmonn: Towards generic hearing abilities for large language models.,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:58.255522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 208ad9f5-e36e-4155-b04d-dc81513863e4 · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

Improving Audio Event Recognition with Consistency Regularization Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T17:54:58.313374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 41cbc572-9de4-4bf3-9aa5-b599c347ad15 · inbound