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Paper Citation Record · LEDGER

Towards Understanding of Frequency Dependence on Sound Event Detection

As of 12 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 2 inbound Pith citation observations for arXiv:2502.07208.

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

pith.paper-citation-record.v1
2502.07208 v2

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:30:32.799186Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:49:01.726993Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T21:55:02.086940Z

Reference resolution

55 of 55 outbound references displayed

  • verified exact0
  • verified fuzzy50
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 62d85352-0122-44d8-a1cb-8e6d7cd352f4 · outbound

This paper cites Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.382588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.646141Z digest=sha256:c457fcae8342dfc1a1a36e1128cc7fa06a50eda72a9bcc6dcca8bd53dd3912f0

Observation 391557a6-f23e-4773-8d3a-24db6934f563 · outbound

This paper cites Virtanen, M.

Towards Understanding of Frequency Dependence on Sound Event Detection Virtanen, M

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.374271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.649463Z digest=sha256:083346d27d27db1e6199a62548a97891adcb5e5225236857c4d27d14f4be87a6

Observation a6902688-8549-499c-b8db-cbb095490878 · outbound

This paper cites Metrics for polyphonic sound event detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection Metrics for polyphonic sound event detection,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.366160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.652106Z digest=sha256:4f34230be2f3b9705c3dbfee0695e13008c117a4eb3d470373a63e6f4eb16754

Observation 38779a1b-ccfe-482e-b385-18f203a6df35 · outbound

This paper cites Improving Sound Event Detection Metrics: Insights from DCASE 2020,.

Towards Understanding of Frequency Dependence on Sound Event Detection Improving Sound Event Detection Metrics: Insights from DCASE 2020,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.357754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.655254Z digest=sha256:686e1e2580e8af9ca88d6d861dd0e6dbe8000a68baeadba304b84f59ac640d36

Observation 3c4e8d67-691c-4486-872d-cff46f9c3338 · outbound

This paper cites Heavily Augmented Sound Event Detection utilizing Weak Predictions,.

Towards Understanding of Frequency Dependence on Sound Event Detection Heavily Augmented Sound Event Detection utilizing Weak Predictions,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.349764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.658083Z digest=sha256:acdab8b7ff45ea81461098cd25ad8abff89104a39cd4f4541b695a29d2453676

Observation 375cbb9a-5845-4a6b-ba7a-65edb8bce2c8 · outbound

This paper cites SEMI-SUPERVISED SOUND EVENT DETECTION SYSTEM FOR DCASE 2022 TASK 4,.

Towards Understanding of Frequency Dependence on Sound Event Detection SEMI-SUPERVISED SOUND EVENT DETECTION SYSTEM FOR DCASE 2022 TASK 4,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.340872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.660654Z digest=sha256:49f09d94e0e7cbd21dd6aa69bcbf615d3a7814f29aa74297166c4768547adabd

Observation ee3ca374-7516-4f79-8b6c-51aaa3159eb9 · outbound

This paper cites SELF-TRAINING FOR SOUND EVENT DETECTION IN AUDIO MIXTURES,.

Towards Understanding of Frequency Dependence on Sound Event Detection SELF-TRAINING FOR SOUND EVENT DETECTION IN AUDIO MIXTURES,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.332358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.663415Z digest=sha256:5e2121b6d90c4201d0003a19202a502c4c172264c553e6c50e6e10389c93eb61

Observation c2916a86-67e4-4ec1-92cb-5f5654f0bc5b · outbound

This paper cites Self-Trained Audio Tagging and Sound Event Detection in Domestic Environments,.

Towards Understanding of Frequency Dependence on Sound Event Detection Self-Trained Audio Tagging and Sound Event Detection in Domestic Environments,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.324245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.666462Z digest=sha256:1cd1a647a27698485f703099aedf6b285bfc30523292fe1e1927612ae529d638

Observation 8c3df492-ae8f-42d8-bde2-2dc982344de2 · outbound

This paper cites Sound Event Detection with Cross-Referencing Self-Training,.

Towards Understanding of Frequency Dependence on Sound Event Detection Sound Event Detection with Cross-Referencing Self-Training,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.315431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.669487Z digest=sha256:1e3fcd985e410327e4b2466ccdafa32a6f4988db36d7172f38a45ef5a85641fe

Observation 16db680c-5f6f-4f2c-8bae-80e7f63d43ca · outbound

This paper cites Zheng USTC Team’s Submission For DCASE2021 Task4 – Semi-Supervised Sound Event Detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection Zheng USTC Team’s Submission For DCASE2021 Task4 – Semi-Supervised Sound Event Detection,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.306436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.672055Z digest=sha256:c66ab76914c5e133a7caeb441f02aaa0d4bbd816fe631ba82e25f8189f94db43

Observation 8e459b6d-244f-4118-8351-7d08f46b7464 · outbound

This paper cites Conformer-Based Sound Event Detection With Semi-Supervised Learning and Data Augmentation,.

Towards Understanding of Frequency Dependence on Sound Event Detection Conformer-Based Sound Event Detection With Semi-Supervised Learning and Data Augmentation,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.298422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.675466Z digest=sha256:8b454ca7091d74e6005ea71e09aec3194189bb76d1f6d488e1b7e3c6aeed85eb

Observation 4ec14053-638d-4347-b3b2-733953a0f5cb · outbound

This paper cites Convolution-Augmented Conformer For Sound Event Detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection Convolution-Augmented Conformer For Sound Event Detection,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.290539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.678703Z digest=sha256:366484210974a1ea529214e9dea562c5e3188d169f4bfbea1e49dcf405851558

Observation 36475012-f011-400f-bea8-a4660d2d2d34 · outbound

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

Towards Understanding of Frequency Dependence on Sound Event Detection Specaugment: A simple data augmentation method for automatic speech recognition,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.281652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.681574Z digest=sha256:45bc6b1f55d55e2308cda927efc7b6f511af4050f20e493a7fff56b4b1aa49e9

Observation 7d85b105-7646-417b-9a4f-a82d938b59a0 · outbound

This paper cites Sound Event Detection Based On Self-Supervised Learning Of Wav2vec 2.0,.

Towards Understanding of Frequency Dependence on Sound Event Detection Sound Event Detection Based On Self-Supervised Learning Of Wav2vec 2.0,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.273497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.684035Z digest=sha256:9441c1e6a68cec31135c1da094f6d676b9d83fbd0ef78845a70620740d6b1808

Observation e36056af-85bf-4188-aaf9-357989f6ef2c · outbound

This paper cites Conformer: Convolution-augmented transformer for speech recognition,.

Towards Understanding of Frequency Dependence on Sound Event Detection Conformer: Convolution-augmented transformer for speech recognition,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.265417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.686624Z digest=sha256:0785b0861c0cb689a4cfaba6b3ce59b187f8af72e10e84b7a2722ec6c671c423

Observation fa07ce2b-d0ca-430d-a798-544fded0f8c3 · outbound

This paper cites An overview of end-to-end automatic speech recognition,.

Towards Understanding of Frequency Dependence on Sound Event Detection An overview of end-to-end automatic speech recognition,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.256639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.689116Z digest=sha256:acb7b9e9d69432bdf4ee7e29fd03e62c7e95cf441850785e921ec97bfc7bb704

Observation dfe74341-9420-4746-a034-8b74a74dc729 · outbound

This paper cites WAV2vec: Unsupervised pre-training for speech recognition,.

Towards Understanding of Frequency Dependence on Sound Event Detection WAV2vec: Unsupervised pre-training for speech recognition,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.248078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.691798Z digest=sha256:5d66aae5117c91fe2f8a5eb8295c94964797b3d6b7cd6a0dd83162cf5d487b4b

Observation 173f591a-cf74-4ac6-8afa-48bc60be0b1f · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations,.

Towards Understanding of Frequency Dependence on Sound Event Detection wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.239857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.694729Z digest=sha256:a484f47e5b17a224e8c910e05c4a63bcc05cd92271f17833ec29a404a3ac9fd3

Observation 6dc286a7-4dbe-42e5-a86d-302d81550ea5 · outbound

This paper cites Adaptive Convolutional Neural Network for Text-Independent Speaker Recognition,.

Towards Understanding of Frequency Dependence on Sound Event Detection Adaptive Convolutional Neural Network for Text-Independent Speaker Recognition,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.232044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.697370Z digest=sha256:afc1b34ab6bcfe1f3c4a36d7520ccf7c6154a5c09d0caaad350ab6475e9cf997

Observation 126ef078-2ff1-4d6e-aacf-028e6c0c4f4d · outbound

This paper cites Temporal Dynamic Convolutional Neural Network for Text-Independent Speaker Verification and Phonemic Analysis,.

Towards Understanding of Frequency Dependence on Sound Event Detection Temporal Dynamic Convolutional Neural Network for Text-Independent Speaker Verification and Phonemic Analysis,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.222407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.699943Z digest=sha256:d4f680f4ed044876172279e3bbeeb74692421609b1e5601362f236e5cc76a514

Observation 1421f43c-901d-45f7-a8b6-21684ece2236 · outbound

This paper cites Decomposed Temporal Dynamic CNN: Efficient Time-Adaptive Network for Text-Independent Speaker Verification Explained with Speaker Activation Map.

Towards Understanding of Frequency Dependence on Sound Event Detection Decomposed Temporal Dynamic CNN: Efficient Time-Adaptive Network for Text-Independent Speaker Verification Explained with Speaker Activation Map

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-08T13:30:32.702875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:30:32.702875Z digest=sha256:25d9b8e55787c4d254332732861fff444484795a52a8eec4c87610ee38ac22c3

Observation c89d9b98-db25-4941-a303-40fae3e30cc8 · outbound

This paper cites Rabiner and R.

Towards Understanding of Frequency Dependence on Sound Event Detection Rabiner and R

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.214080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.707063Z digest=sha256:b537cd4bb4c9f073752d9ef0c1bc3e6ae8c3d44bc1080ab203cffc32dd33ace9

Observation 3127d195-01eb-45be-a8a2-73322fe60f6a · outbound

This paper cites an unresolved cited work.

Towards Understanding of Frequency Dependence on Sound Event Detection Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:30:33.205875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.709750Z digest=sha256:ec2391b0b97f92880d5dbb317ecec6dbed5fffcfd1fd036f1ac401091def6201

Observation 50d7e9cf-7401-4cd3-8746-b424c6a31d58 · outbound

This paper cites an unresolved cited work.

Towards Understanding of Frequency Dependence on Sound Event Detection Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:30:33.197986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.712925Z digest=sha256:bf454c8187f6907a6ac6e3749e98e00676b69f3b704eee0a5b4670cd6261846b

Observation 65cf9345-2383-46f9-8eb0-ac1959cea050 · outbound

This paper cites Attention is All you Need,.

Towards Understanding of Frequency Dependence on Sound Event Detection Attention is All you Need,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.189377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.715895Z digest=sha256:5d524efeadf5dea719b6000fe29a16ddc6f08603bcfa02c084d43303431fa31c

Observation 13132f6b-b0a3-43f9-a864-7f6cb4a7230b · outbound

This paper cites Frequency Dynamic Convolution: Frequency-Adaptive Pattern Recognition for Sound Event Detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection Frequency Dynamic Convolution: Frequency-Adaptive Pattern Recognition for Sound Event Detection,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.179775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.718454Z digest=sha256:f897980daa5f2b75ce39a78c472767c77cb7656e57709b71e775a86dcc4507d0

Observation 50204ecb-10bb-4442-b64e-22e41be87ddb · outbound

This paper cites CHT+NSYSU Sound Event Detection System With Multiscale Channel Attention And Multiple Consistency Training For DCASE 2021 Task 4,.

Towards Understanding of Frequency Dependence on Sound Event Detection CHT+NSYSU Sound Event Detection System With Multiscale Channel Attention And Multiple Consistency Training For DCASE 2021 Task 4,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.171227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.720886Z digest=sha256:7c17bf1b2408e3cdc96f7afde40934e91392f6e2d3692c837d0f8a84268120bd

Observation 708b7f3a-eb8b-40d2-aaf8-c1f7682093e6 · outbound

This paper cites SEMI-SUPERVISED LEARNING-BASED SOUND EVENT DETECTION USING FREQUENCY DYNAMIC CONVOLUTION WITH LARGE KERNEL ATTENTION FOR DCASE CHALLENGE 2023 TASK 4,.

Towards Understanding of Frequency Dependence on Sound Event Detection SEMI-SUPERVISED LEARNING-BASED SOUND EVENT DETECTION USING FREQUENCY DYNAMIC CONVOLUTION WITH LARGE KERNEL ATTENTION FOR DCASE CHALLENGE 2023 TASK 4,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.162496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.724168Z digest=sha256:58ba07471e8b04df5559d6363a454a79081050bb95e034f5179dc5ee285ee72a

Observation d1b92a84-15c7-4f4a-982e-784b202c69bf · outbound

This paper cites Fine-Tune the Pretrained ATST Model for Sound Event Detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection Fine-Tune the Pretrained ATST Model for Sound Event Detection,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.153534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.727283Z digest=sha256:5520cd511615f5af91b266e5725e549667353e2b2e52faab43821c19be007204

Observation 1c817760-b3d6-42e0-8334-25542aaed2c1 · outbound

This paper cites Prototype based Masked Audio Model for Self-Supervised Learning of Sound Event Detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection Prototype based Masked Audio Model for Self-Supervised Learning of Sound Event Detection,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.145516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.729816Z digest=sha256:8a112c1709746ff20c8213553231cabcc0b3c4af5253bc7b8b97cbfab6e9377a

Observation 907be62d-5427-4e47-8079-ec259fdee651 · outbound

This paper cites Global Enhanced Frame Prompt Tuning for Sound Event Detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection Global Enhanced Frame Prompt Tuning for Sound Event Detection,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.136009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.732281Z digest=sha256:fcef68b9e7f9f512b84bfb094ad47bae4558067e87fd494f1030ea17946e8183

Observation 2880008e-6467-4ff6-8829-7e1ecde2759c · outbound

This paper cites Self Training and Ensembling Frequency Dependent Networks with Coarse Prediction Pooling and Sound Event Bounding Boxes,.

Towards Understanding of Frequency Dependence on Sound Event Detection Self Training and Ensembling Frequency Dependent Networks with Coarse Prediction Pooling and Sound Event Bounding Boxes,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.127630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.735607Z digest=sha256:cf422b71e62cfdd330be65fafd46f6e5272a73039842a744ba7dd2d7f98f9a97

Observation 99b29760-92d3-4a1e-b7af-7c3ca4032be1 · outbound

This paper cites AST-SED: An Effective Sound Event Detection Method Based on Audio Spectrogram Transformer,.

Towards Understanding of Frequency Dependence on Sound Event Detection AST-SED: An Effective Sound Event Detection Method Based on Audio Spectrogram Transformer,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.119574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.738323Z digest=sha256:0e9f777deae89e26501cbd30fdb9bea834cb2bbc207809c9096b46ed95d4a329

Observation 0e234907-53e3-49d4-8bb6-6249090605fd · outbound

This paper cites MAT-SED: A Masked Audio Transformer with Masked-Reconstruction Based Pre-training for Sound Event Detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection MAT-SED: A Masked Audio Transformer with Masked-Reconstruction Based Pre-training for Sound Event Detection,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.110672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.740934Z digest=sha256:0ce0bf34003c5cbd8ac5baf931620e5010ee76ecd035eed40a1501ce9f454b62

Observation 60554228-a166-4d38-af3d-0f1c0fead768 · outbound

This paper cites FilterAugment: An Acoustic Environmental Data Augmentation Method,.

Towards Understanding of Frequency Dependence on Sound Event Detection FilterAugment: An Acoustic Environmental Data Augmentation Method,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.101447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.743521Z digest=sha256:98051bffe1db72d9fc200cf11adf895b6c8eea4ec3f4d085cbb8de430b513ceb

Observation 375ba493-7d04-4738-989f-332a474c6e08 · outbound

This paper cites Diversifying and Expanding Frequency-Adaptive Convolution Kernels for Sound Event Detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection Diversifying and Expanding Frequency-Adaptive Convolution Kernels for Sound Event Detection,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.093586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.746280Z digest=sha256:3d9cdc90b55bf863ac335d481c140155bfe62fb46248afec0b1d2b4f867640b3

Observation 0595da13-258d-4e8f-a468-d554d36380b9 · outbound

This paper cites Pushing the Limit of Sound Event Detection with Multi-Dilated Frequency Dynamic Convolution,.

Towards Understanding of Frequency Dependence on Sound Event Detection Pushing the Limit of Sound Event Detection with Multi-Dilated Frequency Dynamic Convolution,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.083847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.748916Z digest=sha256:49485c68286b45827c903a88cec3cca8d985217579abb23cc8f4a0f6292e07ef

Observation 91d1487e-5f70-43a2-8759-d5853a0583ff · outbound

This paper cites Convolution-Based Channel-Frequency Attention for Text-Independent Speaker Verification,.

Towards Understanding of Frequency Dependence on Sound Event Detection Convolution-Based Channel-Frequency Attention for Text-Independent Speaker Verification,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:33.074363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.751457Z digest=sha256:8e289c37030e98f6292e08a6daa0d2e102d0cebcffb3edb1b867acb04bacc592

Observation b75d588b-022a-4dc2-8058-976e41df831a · outbound

This paper cites Learnable Frequency Filters for Speech Feature Extraction in Speaker Verification,.

Towards Understanding of Frequency Dependence on Sound Event Detection Learnable Frequency Filters for Speech Feature Extraction in Speaker Verification,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.975378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.754260Z digest=sha256:4a69f302a4bb54f6f28cf41fd293b7fc49b00112e3a68220ba694aaec9b276d2

Observation 06c84f5b-5334-4404-b555-db39d2608d4b · outbound

This paper cites Integrating frequency translational invariance in TDNNs and frequency positional information in 2D ResNets to enhance speaker verification,.

Towards Understanding of Frequency Dependence on Sound Event Detection Integrating frequency translational invariance in TDNNs and frequency positional information in 2D ResNets to enhance speaker verification,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.967037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.757632Z digest=sha256:77595b2b726409623c9c56cda2d56ff9f6b1066e47fc220a5ee9ce8ee8cdce7d

Observation 793e75a8-161c-4969-8aa0-0ee0885927a1 · outbound

This paper cites Frequency and Temporal Convolutional Attention for Text-Independent Speaker Recognition,.

Towards Understanding of Frequency Dependence on Sound Event Detection Frequency and Temporal Convolutional Attention for Text-Independent Speaker Recognition,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.959070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.760242Z digest=sha256:00e7a8c23e3cac9ab39a489902584d45d43b2047af7af4d417d4ffa299f0cb57

Observation 517ddc6f-c2c1-4b7d-bf43-a35dc9f2906d · outbound

This paper cites Multi-dimensional frequency dynamic convolution with confident mean teacher for sound event detection,.

Towards Understanding of Frequency Dependence on Sound Event Detection Multi-dimensional frequency dynamic convolution with confident mean teacher for sound event detection,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.948888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.763463Z digest=sha256:ef1c230bd8d301309e593cc2e16ea0432b83f9aafcb3658f049d4b6310c9f3f2

Observation 655dd8a4-e9bf-4e14-88a2-cf407f110a7c · outbound

This paper cites Deep convolutional neural networks and data augmentation for acoustic event recognition,.

Towards Understanding of Frequency Dependence on Sound Event Detection Deep convolutional neural networks and data augmentation for acoustic event recognition,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.940781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.766699Z digest=sha256:536a4327a6ba018392063e262f0c6f721bc0e0fb3a3efc966974e376f472b0de

Observation 30de3014-dad3-445e-b8db-33b5ff1b6e73 · outbound

This paper cites Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification,.

Towards Understanding of Frequency Dependence on Sound Event Detection Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.931955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.769575Z digest=sha256:dbf12adb0a7bd48cf80f9b4be534873fe64eb149381bd06a55222ba2301b5a80

Observation cb411835-6b1e-4a59-a66f-a1b718b3a209 · outbound

This paper cites Deep learning based cough detection camera using enhanced features,.

Towards Understanding of Frequency Dependence on Sound Event Detection Deep learning based cough detection camera using enhanced features,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.923014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.772006Z digest=sha256:7786da7f9e9ab1ac68c3d1b6689a134eaca5229238cd63b54df35c9883e073e2

Observation f28752e5-aee3-483c-982f-1097f176e227 · outbound

This paper cites an unresolved cited work.

Towards Understanding of Frequency Dependence on Sound Event Detection Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:30:32.914838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.774801Z digest=sha256:92b5b948fbdfd200f297aceef09c41e5facde79cc8618b651a7ebb1ff2899662

Observation fd2d682f-d0db-40ea-a7a0-49b12bddea40 · outbound

This paper cites Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization,.

Towards Understanding of Frequency Dependence on Sound Event Detection Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.905529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.777449Z digest=sha256:29ea7beac7a3bb9cedab774afc14fcc5f8a511f958e8a94c085dceef364145c2

Observation a2c1cd0d-d307-4bdd-ad6b-416aca8dcb95 · outbound

This paper cites Polyphonic Sound Event Detection Based on Residual Convolutional Recurrent Neural Network with Semi-Supervised Loss Function,.

Towards Understanding of Frequency Dependence on Sound Event Detection Polyphonic Sound Event Detection Based on Residual Convolutional Recurrent Neural Network with Semi-Supervised Loss Function,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.897137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.780376Z digest=sha256:16d5d54a84218ef7051ba1c7c3210161ec279f0f739a2c7f34b4a180d9fa4f2e

Observation 7783edba-8e37-470b-ba7c-236da4277390 · outbound

This paper cites Sound Event Detection in Domestic Environments with Weakly Labeled Data and Soundscape Synthesis,.

Towards Understanding of Frequency Dependence on Sound Event Detection Sound Event Detection in Domestic Environments with Weakly Labeled Data and Soundscape Synthesis,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.888123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.783154Z digest=sha256:85ca4f4959301c1ebf743d23385079c54ec36681f61421c24c3e194f560c4ca5

Observation 1ddcf448-cad2-4608-8151-46d97c3d43e6 · outbound

This paper cites DCASE2021 Task4 Baseline.

Towards Understanding of Frequency Dependence on Sound Event Detection DCASE2021 Task4 Baseline

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.878650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.785709Z digest=sha256:47ed4a629b78745c01ed0a3179c44522721d2001c1211f9febf3c1d5f5bdbfaf

Observation b15bc1f6-46d9-473f-82d1-2e6ea46d6112 · outbound

This paper cites Mean teachers are better role models: Weight-averaged consistency targets improve semi- supervised deep learning results,.

Towards Understanding of Frequency Dependence on Sound Event Detection Mean teachers are better role models: Weight-averaged consistency targets improve semi- supervised deep learning results,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.869357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.788348Z digest=sha256:2d7f2842083e061f62ee9971a4cc40157b18aa9f64b68c1e9a2db88e8f86646a

Observation d3c68ad7-be75-405d-9e1a-3bdbd408fc81 · outbound

This paper cites Training Sound Event Detection On A Heterogeneous Dataset,.

Towards Understanding of Frequency Dependence on Sound Event Detection Training Sound Event Detection On A Heterogeneous Dataset,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.860036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.790995Z digest=sha256:9656ba81c11dc6efd781a41bb04b792743f4b873173e462ca56a5d8fa44899e3

Observation e8833329-26fc-4a36-b7a2-780dfcf3ab2e · outbound

This paper cites MixUp: Beyond empirical risk minimization,.

Towards Understanding of Frequency Dependence on Sound Event Detection MixUp: Beyond empirical risk minimization,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.851218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.793642Z digest=sha256:58c3ce948609687b0ec785cd7beb12ab5d80a9c1d4b08316bc9d803fc7b69c5e

Observation aabe8498-1064-4168-83f8-9ecb000a3aae · outbound

This paper cites Learnable pooling with Context Gating for video classification.

Towards Understanding of Frequency Dependence on Sound Event Detection Learnable pooling with Context Gating for video classification

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-08T13:30:32.796169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:30:32.796169Z digest=sha256:14e2faa8561e5cc45bcad3a506e1bb526d4ef71f929a3098622dedb6e3bf11c7

Observation ae1c5bb9-1b38-4c66-9b5b-de1450b50b97 · outbound

This paper cites A Framework for the robust evaluation of Sound Event Detction,.

Towards Understanding of Frequency Dependence on Sound Event Detection A Framework for the robust evaluation of Sound Event Detction,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:30:32.841348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T13:30:32.799186Z digest=sha256:bd6c83fb16be7ccf6f0a797ca23763c50d2940dda0b47fd65385033ddc71b620

Pith citing papers

Observation 727c05d2-426a-4e81-88ee-ddb99ecad7b3 · inbound

Frequency Dynamic Convolutions for Sound Event Detection cites this paper.

Frequency Dynamic Convolutions for Sound Event Detection Towards Understanding of Frequency Dependence on Sound Event Detection

Reference 115

Resolution
unresolved
no resolver link, observed 2026-08-07T00:49:01.726993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:49:01.726993Z digest=sha256:e6f3cdee3c559decdc57b9126b9a9d8d1a73964a7e1c24831b1324f25dd259de

Observation 9aa04b05-3827-4cbe-a996-4e467a4ee220 · inbound

Auditory Intelligence: Understanding the World Through Sound cites this paper.

Auditory Intelligence: Understanding the World Through Sound Towards Understanding of Frequency Dependence on Sound Event Detection

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-05T21:55:02.185813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T21:54:55.618843Z digest=sha256:342f0f775ee46a0faa088fb7345ecee84f98ed91df189f3e2d61544ce72e2605