Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T13:30:32.799186Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T13:30:32.799186Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:49:01.726993Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T21:55:02.086940Z
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 62d85352-0122-44d8-a1cb-8e6d7cd352f4 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection,
Reference 1
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.
Observation 391557a6-f23e-4773-8d3a-24db6934f563 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Virtanen, M
Reference 2
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.
Observation a6902688-8549-499c-b8db-cbb095490878 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Metrics for polyphonic sound event detection,
Reference 3
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.
Observation 38779a1b-ccfe-482e-b385-18f203a6df35 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Improving Sound Event Detection Metrics: Insights from DCASE 2020,
Reference 4
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.
Observation 3c4e8d67-691c-4486-872d-cff46f9c3338 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Heavily Augmented Sound Event Detection utilizing Weak Predictions,
Reference 5
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.
Observation 375cbb9a-5845-4a6b-ba7a-65edb8bce2c8 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection SEMI-SUPERVISED SOUND EVENT DETECTION SYSTEM FOR DCASE 2022 TASK 4,
Reference 6
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.
Observation ee3ca374-7516-4f79-8b6c-51aaa3159eb9 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection SELF-TRAINING FOR SOUND EVENT DETECTION IN AUDIO MIXTURES,
Reference 7
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.
Observation c2916a86-67e4-4ec1-92cb-5f5654f0bc5b · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Self-Trained Audio Tagging and Sound Event Detection in Domestic Environments,
Reference 8
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.
Observation 8c3df492-ae8f-42d8-bde2-2dc982344de2 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Sound Event Detection with Cross-Referencing Self-Training,
Reference 9
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.
Observation 16db680c-5f6f-4f2c-8bae-80e7f63d43ca · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Zheng USTC Team’s Submission For DCASE2021 Task4 – Semi-Supervised Sound Event Detection,
Reference 10
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.
Observation 8e459b6d-244f-4118-8351-7d08f46b7464 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Conformer-Based Sound Event Detection With Semi-Supervised Learning and Data Augmentation,
Reference 11
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.
Observation 4ec14053-638d-4347-b3b2-733953a0f5cb · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Convolution-Augmented Conformer For Sound Event Detection,
Reference 12
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.
Observation 36475012-f011-400f-bea8-a4660d2d2d34 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Specaugment: A simple data augmentation method for automatic speech recognition,
Reference 13
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.
Observation 7d85b105-7646-417b-9a4f-a82d938b59a0 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Sound Event Detection Based On Self-Supervised Learning Of Wav2vec 2.0,
Reference 14
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.
Observation e36056af-85bf-4188-aaf9-357989f6ef2c · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Conformer: Convolution-augmented transformer for speech recognition,
Reference 15
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.
Observation fa07ce2b-d0ca-430d-a798-544fded0f8c3 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection An overview of end-to-end automatic speech recognition,
Reference 16
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.
Observation dfe74341-9420-4746-a034-8b74a74dc729 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection WAV2vec: Unsupervised pre-training for speech recognition,
Reference 17
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.
Observation 173f591a-cf74-4ac6-8afa-48bc60be0b1f · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection wav2vec 2.0: A framework for self-supervised learning of speech representations,
Reference 18
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.
Observation 6dc286a7-4dbe-42e5-a86d-302d81550ea5 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Adaptive Convolutional Neural Network for Text-Independent Speaker Recognition,
Reference 19
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.
Observation 126ef078-2ff1-4d6e-aacf-028e6c0c4f4d · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Temporal Dynamic Convolutional Neural Network for Text-Independent Speaker Verification and Phonemic Analysis,
Reference 20
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.
Observation 1421f43c-901d-45f7-a8b6-21684ece2236 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c89d9b98-db25-4941-a303-40fae3e30cc8 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Rabiner and R
Reference 22
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.
Observation 3127d195-01eb-45be-a8a2-73322fe60f6a · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Unresolved cited work
Reference 23
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.
Observation 50d7e9cf-7401-4cd3-8746-b424c6a31d58 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Unresolved cited work
Reference 24
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.
Observation 65cf9345-2383-46f9-8eb0-ac1959cea050 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Attention is All you Need,
Reference 25
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.
Observation 13132f6b-b0a3-43f9-a864-7f6cb4a7230b · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Frequency Dynamic Convolution: Frequency-Adaptive Pattern Recognition for Sound Event Detection,
Reference 26
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.
Observation 50204ecb-10bb-4442-b64e-22e41be87ddb · outbound
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
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.
Observation 708b7f3a-eb8b-40d2-aaf8-c1f7682093e6 · outbound
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
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.
Observation d1b92a84-15c7-4f4a-982e-784b202c69bf · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Fine-Tune the Pretrained ATST Model for Sound Event Detection,
Reference 29
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.
Observation 1c817760-b3d6-42e0-8334-25542aaed2c1 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Prototype based Masked Audio Model for Self-Supervised Learning of Sound Event Detection,
Reference 30
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.
Observation 907be62d-5427-4e47-8079-ec259fdee651 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Global Enhanced Frame Prompt Tuning for Sound Event Detection,
Reference 31
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.
Observation 2880008e-6467-4ff6-8829-7e1ecde2759c · outbound
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
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.
Observation 99b29760-92d3-4a1e-b7af-7c3ca4032be1 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection AST-SED: An Effective Sound Event Detection Method Based on Audio Spectrogram Transformer,
Reference 33
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.
Observation 0e234907-53e3-49d4-8bb6-6249090605fd · outbound
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
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.
Observation 60554228-a166-4d38-af3d-0f1c0fead768 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection FilterAugment: An Acoustic Environmental Data Augmentation Method,
Reference 35
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.
Observation 375ba493-7d04-4738-989f-332a474c6e08 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Diversifying and Expanding Frequency-Adaptive Convolution Kernels for Sound Event Detection,
Reference 36
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.
Observation 0595da13-258d-4e8f-a468-d554d36380b9 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Pushing the Limit of Sound Event Detection with Multi-Dilated Frequency Dynamic Convolution,
Reference 37
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.
Observation 91d1487e-5f70-43a2-8759-d5853a0583ff · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Convolution-Based Channel-Frequency Attention for Text-Independent Speaker Verification,
Reference 38
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.
Observation b75d588b-022a-4dc2-8058-976e41df831a · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Learnable Frequency Filters for Speech Feature Extraction in Speaker Verification,
Reference 39
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.
Observation 06c84f5b-5334-4404-b555-db39d2608d4b · outbound
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
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.
Observation 793e75a8-161c-4969-8aa0-0ee0885927a1 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Frequency and Temporal Convolutional Attention for Text-Independent Speaker Recognition,
Reference 41
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.
Observation 517ddc6f-c2c1-4b7d-bf43-a35dc9f2906d · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Multi-dimensional frequency dynamic convolution with confident mean teacher for sound event detection,
Reference 42
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.
Observation 655dd8a4-e9bf-4e14-88a2-cf407f110a7c · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Deep convolutional neural networks and data augmentation for acoustic event recognition,
Reference 43
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.
Observation 30de3014-dad3-445e-b8db-33b5ff1b6e73 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification,
Reference 44
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.
Observation cb411835-6b1e-4a59-a66f-a1b718b3a209 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Deep learning based cough detection camera using enhanced features,
Reference 45
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.
Observation f28752e5-aee3-483c-982f-1097f176e227 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Unresolved cited work
Reference 46
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.
Observation fd2d682f-d0db-40ea-a7a0-49b12bddea40 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization,
Reference 47
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.
Observation a2c1cd0d-d307-4bdd-ad6b-416aca8dcb95 · outbound
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
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.
Observation 7783edba-8e37-470b-ba7c-236da4277390 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Sound Event Detection in Domestic Environments with Weakly Labeled Data and Soundscape Synthesis,
Reference 49
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.
Observation 1ddcf448-cad2-4608-8151-46d97c3d43e6 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection DCASE2021 Task4 Baseline
Reference 50
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.
Observation b15bc1f6-46d9-473f-82d1-2e6ea46d6112 · outbound
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
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.
Observation d3c68ad7-be75-405d-9e1a-3bdbd408fc81 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Training Sound Event Detection On A Heterogeneous Dataset,
Reference 52
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.
Observation e8833329-26fc-4a36-b7a2-780dfcf3ab2e · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection MixUp: Beyond empirical risk minimization,
Reference 53
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.
Observation aabe8498-1064-4168-83f8-9ecb000a3aae · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection Learnable pooling with Context Gating for video classification
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae1c5bb9-1b38-4c66-9b5b-de1450b50b97 · outbound
Towards Understanding of Frequency Dependence on Sound Event Detection A Framework for the robust evaluation of Sound Event Detction,
Reference 55
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.
Observation 727c05d2-426a-4e81-88ee-ddb99ecad7b3 · inbound
Frequency Dynamic Convolutions for Sound Event Detection Towards Understanding of Frequency Dependence on Sound Event Detection
Reference 115
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9aa04b05-3827-4cbe-a996-4e467a4ee220 · inbound
Auditory Intelligence: Understanding the World Through Sound Towards Understanding of Frequency Dependence on Sound Event Detection
Reference 9
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.